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      "                                持买仓量\n",
      "date       variety 持买仓量期货公司         \n",
      "2018-10-08 A       永安期货       6153.0\n",
      "           AG      永安期货       9855.0\n",
      "           AL      永安期货      17122.0\n",
      "           AP      永安期货       5755.0\n",
      "           AU      永安期货       3448.0\n",
      "                                持卖仓量\n",
      "date       variety 持卖仓量期货公司         \n",
      "2018-10-08 A       永安期货       6068.0\n",
      "           AG      永安期货      15811.0\n",
      "           AL      永安期货       8723.0\n",
      "           AP      永安期货       7546.0\n",
      "           AU      永安期货        586.0\n",
      "         date variety  会员简称     持买仓量     持卖仓量     净持仓\n",
      "0  2018-10-08       A  永安期货   6153.0   6068.0    85.0\n",
      "1  2018-10-08      AG  永安期货   9855.0  15811.0 -5956.0\n",
      "2  2018-10-08      AL  永安期货  17122.0   8723.0  8399.0\n",
      "3  2018-10-08      AP  永安期货   5755.0   7546.0 -1791.0\n",
      "4  2018-10-08      AU  永安期货   3448.0    586.0  2862.0\n",
      "         date variety  contractValue\n",
      "0  2018-10-08      AG        52965.0\n",
      "1  2018-10-08      AL        72395.0\n",
      "2  2018-10-08      AP       117160.0\n",
      "3  2018-10-08      AU       269000.0\n",
      "4  2018-10-08      BU        37660.0\n"
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       "      <th>variety</th>\n",
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       "      <th>2018-10-08</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>3261450</td>\n",
       "      <td>-315459540</td>\n",
       "      <td>608045605</td>\n",
       "      <td>-209833560</td>\n",
       "      <td>769878000</td>\n",
       "      <td>-14976780</td>\n",
       "      <td>636642300</td>\n",
       "      <td>-1294318000</td>\n",
       "      <td>-666455310</td>\n",
       "      <td>37010540</td>\n",
       "      <td>1710831720</td>\n",
       "      <td>244880</td>\n",
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       "      <td>-36427660</td>\n",
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       "      <td>1697405000</td>\n",
       "      <td>80690720</td>\n",
       "      <td>480353760</td>\n",
       "      <td>-291700</td>\n",
       "      <td>-1243328760</td>\n",
       "      <td>1174360</td>\n",
       "      <td>8624827680</td>\n",
       "      <td>-501839020</td>\n",
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       "      <td>-82956000</td>\n",
       "      <td>-1418264640</td>\n",
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       "      <td>0</td>\n",
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       "      <td>-589055610</td>\n",
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       "      <td>-757137500</td>\n",
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       "      <td>8724407680</td>\n",
       "      <td>23686619455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-09</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-16511610</td>\n",
       "      <td>-229660605</td>\n",
       "      <td>547143285</td>\n",
       "      <td>-179601610</td>\n",
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       "      <td>29042492438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-10</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>22349680</td>\n",
       "      <td>-266520120</td>\n",
       "      <td>722003360</td>\n",
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       "      <th>2018-10-11</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-7459760</td>\n",
       "      <td>-222446775</td>\n",
       "      <td>276132480</td>\n",
       "      <td>-247899150</td>\n",
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       "      <th>2018-10-12</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-5411580</td>\n",
       "      <td>-252404520</td>\n",
       "      <td>233982540</td>\n",
       "      <td>-310396050</td>\n",
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       "      <td>-105010360</td>\n",
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       "      <td>189760</td>\n",
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       "      <td>-22970250</td>\n",
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       "      <td>100922500</td>\n",
       "      <td>33173070</td>\n",
       "      <td>-32639880</td>\n",
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       "      <td>-178515400</td>\n",
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       "      <td>660373510</td>\n",
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       "    <tr>\n",
       "      <th>2018-10-15</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-8039040</td>\n",
       "      <td>-153635625</td>\n",
       "      <td>12688415</td>\n",
       "      <td>-407398710</td>\n",
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       "      <td>555641670</td>\n",
       "      <td>248210</td>\n",
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       "      <td>-88029280</td>\n",
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       "      <td>-869907000</td>\n",
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       "      <td>84644840</td>\n",
       "      <td>-41653200</td>\n",
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       "      <td>-71514960</td>\n",
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       "      <td>189680</td>\n",
       "      <td>-496100160</td>\n",
       "      <td>-476186200</td>\n",
       "      <td>-66492180</td>\n",
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       "      <td>-7198688</td>\n",
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       "      <td>2667698420</td>\n",
       "      <td>1890662745</td>\n",
       "      <td>2549140</td>\n",
       "      <td>774828375</td>\n",
       "      <td>1904718625</td>\n",
       "      <td>6644202050</td>\n",
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       "    <tr>\n",
       "      <th>2018-10-16</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>15799050</td>\n",
       "      <td>-76983330</td>\n",
       "      <td>-101046680</td>\n",
       "      <td>-429095680</td>\n",
       "      <td>665712000</td>\n",
       "      <td>-40687850</td>\n",
       "      <td>918940880</td>\n",
       "      <td>-1326074560</td>\n",
       "      <td>-578762535</td>\n",
       "      <td>-25869480</td>\n",
       "      <td>196974295</td>\n",
       "      <td>494540</td>\n",
       "      <td>56755400</td>\n",
       "      <td>-51242310</td>\n",
       "      <td>-1225533680</td>\n",
       "      <td>-823816500</td>\n",
       "      <td>2726067000</td>\n",
       "      <td>60896600</td>\n",
       "      <td>41799600</td>\n",
       "      <td>-352320</td>\n",
       "      <td>-1628307075</td>\n",
       "      <td>-2968900</td>\n",
       "      <td>6224463420</td>\n",
       "      <td>53462760</td>\n",
       "      <td>-1418777316</td>\n",
       "      <td>58527360</td>\n",
       "      <td>-1590995640</td>\n",
       "      <td>604041180</td>\n",
       "      <td>0</td>\n",
       "      <td>997166115</td>\n",
       "      <td>-823705700</td>\n",
       "      <td>-1106280680</td>\n",
       "      <td>139980</td>\n",
       "      <td>-503860500</td>\n",
       "      <td>-488030130</td>\n",
       "      <td>-127960860</td>\n",
       "      <td>-12715500</td>\n",
       "      <td>2511767</td>\n",
       "      <td>78755880</td>\n",
       "      <td>-291993740</td>\n",
       "      <td>-32155200</td>\n",
       "      <td>4091249260</td>\n",
       "      <td>-239112000</td>\n",
       "      <td>1091919440</td>\n",
       "      <td>-1262466890</td>\n",
       "      <td>2558780980</td>\n",
       "      <td>373110919</td>\n",
       "      <td>-626876260</td>\n",
       "      <td>588728670</td>\n",
       "      <td>-1651395501</td>\n",
       "      <td>6075033175</td>\n",
       "      <td>10994263454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-17</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-1027350</td>\n",
       "      <td>-8293275</td>\n",
       "      <td>-50768550</td>\n",
       "      <td>-483493800</td>\n",
       "      <td>646250000</td>\n",
       "      <td>-41323470</td>\n",
       "      <td>959047740</td>\n",
       "      <td>-1324532440</td>\n",
       "      <td>-501890580</td>\n",
       "      <td>-23143320</td>\n",
       "      <td>126383040</td>\n",
       "      <td>1612650</td>\n",
       "      <td>12241720</td>\n",
       "      <td>-45474000</td>\n",
       "      <td>-1283284800</td>\n",
       "      <td>-693759500</td>\n",
       "      <td>2006996000</td>\n",
       "      <td>58449960</td>\n",
       "      <td>587243880</td>\n",
       "      <td>-530640</td>\n",
       "      <td>-1477236375</td>\n",
       "      <td>-2646980</td>\n",
       "      <td>6156767190</td>\n",
       "      <td>230278260</td>\n",
       "      <td>-1912375467</td>\n",
       "      <td>57460320</td>\n",
       "      <td>-1542627180</td>\n",
       "      <td>601344000</td>\n",
       "      <td>-481400</td>\n",
       "      <td>1077053315</td>\n",
       "      <td>-1013318305</td>\n",
       "      <td>-968994180</td>\n",
       "      <td>141960</td>\n",
       "      <td>-532824840</td>\n",
       "      <td>-505693350</td>\n",
       "      <td>-118395810</td>\n",
       "      <td>-9459705</td>\n",
       "      <td>2378048</td>\n",
       "      <td>53518400</td>\n",
       "      <td>-376187500</td>\n",
       "      <td>-32156160</td>\n",
       "      <td>4094744490</td>\n",
       "      <td>-307476000</td>\n",
       "      <td>1002713985</td>\n",
       "      <td>-1106056215</td>\n",
       "      <td>2609577630</td>\n",
       "      <td>-232702992</td>\n",
       "      <td>-659274600</td>\n",
       "      <td>637956725</td>\n",
       "      <td>-2159121602</td>\n",
       "      <td>6011400850</td>\n",
       "      <td>9519009777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-18</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-1778010</td>\n",
       "      <td>-31761975</td>\n",
       "      <td>-126809925</td>\n",
       "      <td>-432588600</td>\n",
       "      <td>604175000</td>\n",
       "      <td>-40656520</td>\n",
       "      <td>666707560</td>\n",
       "      <td>-1418477040</td>\n",
       "      <td>-633163410</td>\n",
       "      <td>-21372400</td>\n",
       "      <td>198222245</td>\n",
       "      <td>735780</td>\n",
       "      <td>76609680</td>\n",
       "      <td>-59356690</td>\n",
       "      <td>-1479473820</td>\n",
       "      <td>-1658949600</td>\n",
       "      <td>13937400</td>\n",
       "      <td>31892320</td>\n",
       "      <td>660686760</td>\n",
       "      <td>0</td>\n",
       "      <td>-1086879805</td>\n",
       "      <td>-4951440</td>\n",
       "      <td>5941194040</td>\n",
       "      <td>349181800</td>\n",
       "      <td>-1612147860</td>\n",
       "      <td>27992640</td>\n",
       "      <td>-1423475560</td>\n",
       "      <td>439923715</td>\n",
       "      <td>0</td>\n",
       "      <td>1011279000</td>\n",
       "      <td>-979962060</td>\n",
       "      <td>-2450006460</td>\n",
       "      <td>140820</td>\n",
       "      <td>-496415040</td>\n",
       "      <td>-497023120</td>\n",
       "      <td>-163220200</td>\n",
       "      <td>-24981215</td>\n",
       "      <td>442692</td>\n",
       "      <td>-105279840</td>\n",
       "      <td>-443329485</td>\n",
       "      <td>-33046000</td>\n",
       "      <td>3973093560</td>\n",
       "      <td>-243734400</td>\n",
       "      <td>643307820</td>\n",
       "      <td>-980026110</td>\n",
       "      <td>2577610640</td>\n",
       "      <td>-457504005</td>\n",
       "      <td>-5157540120</td>\n",
       "      <td>572413025</td>\n",
       "      <td>-6766018660</td>\n",
       "      <td>5441622660</td>\n",
       "      <td>-5598760213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-19</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-2097760</td>\n",
       "      <td>10061760</td>\n",
       "      <td>-220189560</td>\n",
       "      <td>-365120720</td>\n",
       "      <td>657432000</td>\n",
       "      <td>-41160600</td>\n",
       "      <td>566982300</td>\n",
       "      <td>-1319988000</td>\n",
       "      <td>-705745275</td>\n",
       "      <td>-51713220</td>\n",
       "      <td>249215680</td>\n",
       "      <td>-484000</td>\n",
       "      <td>57561400</td>\n",
       "      <td>-117083200</td>\n",
       "      <td>-607783380</td>\n",
       "      <td>-1190006100</td>\n",
       "      <td>-391676600</td>\n",
       "      <td>30196170</td>\n",
       "      <td>613652400</td>\n",
       "      <td>117000</td>\n",
       "      <td>-593682750</td>\n",
       "      <td>-12320200</td>\n",
       "      <td>5959684200</td>\n",
       "      <td>193628610</td>\n",
       "      <td>-986692728</td>\n",
       "      <td>-23329920</td>\n",
       "      <td>-1394157600</td>\n",
       "      <td>430415280</td>\n",
       "      <td>0</td>\n",
       "      <td>817380200</td>\n",
       "      <td>-1239571920</td>\n",
       "      <td>-2987635050</td>\n",
       "      <td>141060</td>\n",
       "      <td>-578572390</td>\n",
       "      <td>-470938370</td>\n",
       "      <td>-164126000</td>\n",
       "      <td>-30735710</td>\n",
       "      <td>-27172245</td>\n",
       "      <td>-95100750</td>\n",
       "      <td>-508362965</td>\n",
       "      <td>-33098000</td>\n",
       "      <td>4034872680</td>\n",
       "      <td>-321672600</td>\n",
       "      <td>371858605</td>\n",
       "      <td>-1234564895</td>\n",
       "      <td>2617385160</td>\n",
       "      <td>-155392723</td>\n",
       "      <td>-4885121330</td>\n",
       "      <td>667493760</td>\n",
       "      <td>-6529462458</td>\n",
       "      <td>5488927415</td>\n",
       "      <td>-4517753339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-22</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-12248670</td>\n",
       "      <td>14541120</td>\n",
       "      <td>-256849375</td>\n",
       "      <td>-436466250</td>\n",
       "      <td>658536000</td>\n",
       "      <td>-43813200</td>\n",
       "      <td>521020250</td>\n",
       "      <td>-1413404050</td>\n",
       "      <td>-676683175</td>\n",
       "      <td>-37237960</td>\n",
       "      <td>443170500</td>\n",
       "      <td>-2803240</td>\n",
       "      <td>52893540</td>\n",
       "      <td>-64115600</td>\n",
       "      <td>-754583520</td>\n",
       "      <td>-1015564400</td>\n",
       "      <td>-318902100</td>\n",
       "      <td>37573470</td>\n",
       "      <td>543048000</td>\n",
       "      <td>117320</td>\n",
       "      <td>-458425860</td>\n",
       "      <td>-13766800</td>\n",
       "      <td>5167948110</td>\n",
       "      <td>-148215060</td>\n",
       "      <td>-804196170</td>\n",
       "      <td>-82724340</td>\n",
       "      <td>-1439829540</td>\n",
       "      <td>426452770</td>\n",
       "      <td>-508000</td>\n",
       "      <td>484690640</td>\n",
       "      <td>-1277866860</td>\n",
       "      <td>-3190386690</td>\n",
       "      <td>0</td>\n",
       "      <td>-789184200</td>\n",
       "      <td>-472775835</td>\n",
       "      <td>-191295140</td>\n",
       "      <td>-28243775</td>\n",
       "      <td>-27567540</td>\n",
       "      <td>-125881080</td>\n",
       "      <td>-484191140</td>\n",
       "      <td>-33176000</td>\n",
       "      <td>3765870600</td>\n",
       "      <td>-420405400</td>\n",
       "      <td>253854040</td>\n",
       "      <td>-1835763865</td>\n",
       "      <td>2243316720</td>\n",
       "      <td>62431765</td>\n",
       "      <td>-5156794110</td>\n",
       "      <td>673077120</td>\n",
       "      <td>-7160887185</td>\n",
       "      <td>3957732915</td>\n",
       "      <td>-9868481250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-23</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-13327200</td>\n",
       "      <td>7878465</td>\n",
       "      <td>-201015515</td>\n",
       "      <td>-395018880</td>\n",
       "      <td>829061000</td>\n",
       "      <td>-42472800</td>\n",
       "      <td>517951280</td>\n",
       "      <td>-1427629570</td>\n",
       "      <td>-624992340</td>\n",
       "      <td>4303800</td>\n",
       "      <td>198694530</td>\n",
       "      <td>-3171090</td>\n",
       "      <td>59618800</td>\n",
       "      <td>-39109040</td>\n",
       "      <td>-973219080</td>\n",
       "      <td>-1116576600</td>\n",
       "      <td>216928800</td>\n",
       "      <td>24873470</td>\n",
       "      <td>839001240</td>\n",
       "      <td>523260</td>\n",
       "      <td>-305763930</td>\n",
       "      <td>-14191480</td>\n",
       "      <td>4999459140</td>\n",
       "      <td>-164358040</td>\n",
       "      <td>-870155874</td>\n",
       "      <td>-49550400</td>\n",
       "      <td>-1275714180</td>\n",
       "      <td>381829090</td>\n",
       "      <td>0</td>\n",
       "      <td>455941170</td>\n",
       "      <td>-1180598100</td>\n",
       "      <td>-3099002040</td>\n",
       "      <td>0</td>\n",
       "      <td>-773394000</td>\n",
       "      <td>-497647695</td>\n",
       "      <td>-192338000</td>\n",
       "      <td>-53005320</td>\n",
       "      <td>-17291898</td>\n",
       "      <td>-183644480</td>\n",
       "      <td>-473864535</td>\n",
       "      <td>-33098000</td>\n",
       "      <td>3462553800</td>\n",
       "      <td>-285945600</td>\n",
       "      <td>-139830460</td>\n",
       "      <td>-1648339850</td>\n",
       "      <td>2137289220</td>\n",
       "      <td>-630478229</td>\n",
       "      <td>-4418813280</td>\n",
       "      <td>836939465</td>\n",
       "      <td>-6922464919</td>\n",
       "      <td>3747919160</td>\n",
       "      <td>-9345256735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-24</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-23875980</td>\n",
       "      <td>95471010</td>\n",
       "      <td>-201852300</td>\n",
       "      <td>-442006640</td>\n",
       "      <td>910172000</td>\n",
       "      <td>-44075680</td>\n",
       "      <td>54823500</td>\n",
       "      <td>-1367948040</td>\n",
       "      <td>-620131250</td>\n",
       "      <td>-19432180</td>\n",
       "      <td>-20633250</td>\n",
       "      <td>-2073745</td>\n",
       "      <td>50706240</td>\n",
       "      <td>-19215360</td>\n",
       "      <td>-1018306850</td>\n",
       "      <td>270068000</td>\n",
       "      <td>1871180800</td>\n",
       "      <td>24128000</td>\n",
       "      <td>235528440</td>\n",
       "      <td>1431500</td>\n",
       "      <td>-324783000</td>\n",
       "      <td>-15295280</td>\n",
       "      <td>4847460240</td>\n",
       "      <td>-190939980</td>\n",
       "      <td>-893275149</td>\n",
       "      <td>-28929400</td>\n",
       "      <td>-1218261660</td>\n",
       "      <td>281441880</td>\n",
       "      <td>-483400</td>\n",
       "      <td>544797255</td>\n",
       "      <td>-1286001350</td>\n",
       "      <td>-2472468950</td>\n",
       "      <td>0</td>\n",
       "      <td>-771199110</td>\n",
       "      <td>-524617280</td>\n",
       "      <td>-184523760</td>\n",
       "      <td>-107633100</td>\n",
       "      <td>-15522675</td>\n",
       "      <td>-194708080</td>\n",
       "      <td>-493360500</td>\n",
       "      <td>-33034100</td>\n",
       "      <td>2991068480</td>\n",
       "      <td>-265440600</td>\n",
       "      <td>441572880</td>\n",
       "      <td>-2220081355</td>\n",
       "      <td>1743877420</td>\n",
       "      <td>-392745939</td>\n",
       "      <td>-1379439160</td>\n",
       "      <td>1005643010</td>\n",
       "      <td>-4252932434</td>\n",
       "      <td>3176164380</td>\n",
       "      <td>-2499692502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-25</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-25630800</td>\n",
       "      <td>-11004630</td>\n",
       "      <td>-240791200</td>\n",
       "      <td>-402753960</td>\n",
       "      <td>881082000</td>\n",
       "      <td>-45422680</td>\n",
       "      <td>-2749990</td>\n",
       "      <td>-1408416000</td>\n",
       "      <td>-703039950</td>\n",
       "      <td>-26461530</td>\n",
       "      <td>-436954260</td>\n",
       "      <td>-4457945</td>\n",
       "      <td>53326280</td>\n",
       "      <td>-9527060</td>\n",
       "      <td>-833771960</td>\n",
       "      <td>-382827200</td>\n",
       "      <td>1897187400</td>\n",
       "      <td>15127980</td>\n",
       "      <td>327420360</td>\n",
       "      <td>1484600</td>\n",
       "      <td>-301711240</td>\n",
       "      <td>-11040640</td>\n",
       "      <td>4487456680</td>\n",
       "      <td>-218870070</td>\n",
       "      <td>-1059612705</td>\n",
       "      <td>-55248150</td>\n",
       "      <td>-944986560</td>\n",
       "      <td>288751090</td>\n",
       "      <td>-480400</td>\n",
       "      <td>314187720</td>\n",
       "      <td>-1620948855</td>\n",
       "      <td>-3578583240</td>\n",
       "      <td>132720</td>\n",
       "      <td>-793207590</td>\n",
       "      <td>-561306240</td>\n",
       "      <td>-185298750</td>\n",
       "      <td>-40320490</td>\n",
       "      <td>-18615240</td>\n",
       "      <td>-59771430</td>\n",
       "      <td>-522537420</td>\n",
       "      <td>-33148920</td>\n",
       "      <td>2676664320</td>\n",
       "      <td>-303143700</td>\n",
       "      <td>374056935</td>\n",
       "      <td>-2913936095</td>\n",
       "      <td>1676429610</td>\n",
       "      <td>-1074550140</td>\n",
       "      <td>-2873718340</td>\n",
       "      <td>870077370</td>\n",
       "      <td>-7044024595</td>\n",
       "      <td>2759733010</td>\n",
       "      <td>-12125751900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-26</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-25191720</td>\n",
       "      <td>-136025100</td>\n",
       "      <td>-393334280</td>\n",
       "      <td>-352834200</td>\n",
       "      <td>765576000</td>\n",
       "      <td>-39426660</td>\n",
       "      <td>-46367160</td>\n",
       "      <td>-1370367450</td>\n",
       "      <td>-549217090</td>\n",
       "      <td>-13518390</td>\n",
       "      <td>-436992255</td>\n",
       "      <td>-3351600</td>\n",
       "      <td>26560000</td>\n",
       "      <td>68016000</td>\n",
       "      <td>-778562770</td>\n",
       "      <td>-902965500</td>\n",
       "      <td>1726436200</td>\n",
       "      <td>71539270</td>\n",
       "      <td>74880540</td>\n",
       "      <td>1496040</td>\n",
       "      <td>-439745000</td>\n",
       "      <td>-11427600</td>\n",
       "      <td>4437116820</td>\n",
       "      <td>-273350700</td>\n",
       "      <td>-1194557721</td>\n",
       "      <td>-61182000</td>\n",
       "      <td>-948823720</td>\n",
       "      <td>301348710</td>\n",
       "      <td>0</td>\n",
       "      <td>585240300</td>\n",
       "      <td>-1381845400</td>\n",
       "      <td>-3670858170</td>\n",
       "      <td>0</td>\n",
       "      <td>-562286940</td>\n",
       "      <td>-490615625</td>\n",
       "      <td>-192912500</td>\n",
       "      <td>-22983915</td>\n",
       "      <td>-14456666</td>\n",
       "      <td>-53363040</td>\n",
       "      <td>-489594425</td>\n",
       "      <td>-32117400</td>\n",
       "      <td>2572894420</td>\n",
       "      <td>-317131600</td>\n",
       "      <td>-3729290</td>\n",
       "      <td>-2536278010</td>\n",
       "      <td>1562888700</td>\n",
       "      <td>-1727264836</td>\n",
       "      <td>-3868201300</td>\n",
       "      <td>629550900</td>\n",
       "      <td>-8253064561</td>\n",
       "      <td>3144765960</td>\n",
       "      <td>-15625634734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-29</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-32468800</td>\n",
       "      <td>103976070</td>\n",
       "      <td>-507537990</td>\n",
       "      <td>-369769230</td>\n",
       "      <td>892936000</td>\n",
       "      <td>-12274880</td>\n",
       "      <td>-22315030</td>\n",
       "      <td>-1327224800</td>\n",
       "      <td>-428188800</td>\n",
       "      <td>-11027660</td>\n",
       "      <td>-1000417200</td>\n",
       "      <td>463940</td>\n",
       "      <td>55688180</td>\n",
       "      <td>76497670</td>\n",
       "      <td>-1006501160</td>\n",
       "      <td>-239448300</td>\n",
       "      <td>872371200</td>\n",
       "      <td>49014420</td>\n",
       "      <td>190852200</td>\n",
       "      <td>1322500</td>\n",
       "      <td>-470417370</td>\n",
       "      <td>-12901220</td>\n",
       "      <td>4047859200</td>\n",
       "      <td>-519607560</td>\n",
       "      <td>-1179983216</td>\n",
       "      <td>-65312640</td>\n",
       "      <td>-899615040</td>\n",
       "      <td>206587200</td>\n",
       "      <td>0</td>\n",
       "      <td>623199795</td>\n",
       "      <td>-618281840</td>\n",
       "      <td>-3713241780</td>\n",
       "      <td>0</td>\n",
       "      <td>-585189400</td>\n",
       "      <td>-412209400</td>\n",
       "      <td>-183089480</td>\n",
       "      <td>-22198220</td>\n",
       "      <td>-22011750</td>\n",
       "      <td>-263558400</td>\n",
       "      <td>-187190700</td>\n",
       "      <td>-32023680</td>\n",
       "      <td>2503627200</td>\n",
       "      <td>-297003600</td>\n",
       "      <td>429552600</td>\n",
       "      <td>-1606822105</td>\n",
       "      <td>1538699520</td>\n",
       "      <td>-2051798606</td>\n",
       "      <td>-4192971440</td>\n",
       "      <td>996912070</td>\n",
       "      <td>-7924694001</td>\n",
       "      <td>2618146050</td>\n",
       "      <td>-15009589483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-30</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-38881990</td>\n",
       "      <td>-72481200</td>\n",
       "      <td>-604016590</td>\n",
       "      <td>-392945460</td>\n",
       "      <td>792856000</td>\n",
       "      <td>-14031150</td>\n",
       "      <td>-142223440</td>\n",
       "      <td>-1364150970</td>\n",
       "      <td>-166520480</td>\n",
       "      <td>-42125500</td>\n",
       "      <td>-1071597600</td>\n",
       "      <td>816445</td>\n",
       "      <td>-20579520</td>\n",
       "      <td>77778890</td>\n",
       "      <td>-1225797750</td>\n",
       "      <td>-532727600</td>\n",
       "      <td>1001582500</td>\n",
       "      <td>47774400</td>\n",
       "      <td>168042240</td>\n",
       "      <td>1316520</td>\n",
       "      <td>-544989440</td>\n",
       "      <td>-11988000</td>\n",
       "      <td>2649417200</td>\n",
       "      <td>-418803840</td>\n",
       "      <td>-1212668376</td>\n",
       "      <td>-82049100</td>\n",
       "      <td>-995104160</td>\n",
       "      <td>141248800</td>\n",
       "      <td>-482000</td>\n",
       "      <td>641772900</td>\n",
       "      <td>-487639955</td>\n",
       "      <td>-3634259280</td>\n",
       "      <td>0</td>\n",
       "      <td>-663647670</td>\n",
       "      <td>-431148000</td>\n",
       "      <td>-195387885</td>\n",
       "      <td>-40455090</td>\n",
       "      <td>-28465426</td>\n",
       "      <td>-134126720</td>\n",
       "      <td>-66137385</td>\n",
       "      <td>-31744000</td>\n",
       "      <td>2588055250</td>\n",
       "      <td>-331813300</td>\n",
       "      <td>60830000</td>\n",
       "      <td>-1449169160</td>\n",
       "      <td>1510901990</td>\n",
       "      <td>-2686203766</td>\n",
       "      <td>-4554973190</td>\n",
       "      <td>720374800</td>\n",
       "      <td>-8868989721</td>\n",
       "      <td>1405694800</td>\n",
       "      <td>-20749861979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-31</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-42839670</td>\n",
       "      <td>-149011110</td>\n",
       "      <td>-785781360</td>\n",
       "      <td>-301091160</td>\n",
       "      <td>767004000</td>\n",
       "      <td>-13999760</td>\n",
       "      <td>-132887080</td>\n",
       "      <td>-1299507600</td>\n",
       "      <td>-194381950</td>\n",
       "      <td>-13293500</td>\n",
       "      <td>-1592747280</td>\n",
       "      <td>1392900</td>\n",
       "      <td>10100080</td>\n",
       "      <td>68893800</td>\n",
       "      <td>-1108324530</td>\n",
       "      <td>-828590000</td>\n",
       "      <td>1316140000</td>\n",
       "      <td>53937880</td>\n",
       "      <td>155791200</td>\n",
       "      <td>1324340</td>\n",
       "      <td>-1169234390</td>\n",
       "      <td>-9382080</td>\n",
       "      <td>2639922960</td>\n",
       "      <td>-519406740</td>\n",
       "      <td>-1409519748</td>\n",
       "      <td>-55437280</td>\n",
       "      <td>-1019563110</td>\n",
       "      <td>138297390</td>\n",
       "      <td>-477600</td>\n",
       "      <td>1069897200</td>\n",
       "      <td>-837259740</td>\n",
       "      <td>-4033283900</td>\n",
       "      <td>0</td>\n",
       "      <td>-509223420</td>\n",
       "      <td>-445790785</td>\n",
       "      <td>-198941600</td>\n",
       "      <td>-61667755</td>\n",
       "      <td>-43000675</td>\n",
       "      <td>-160854000</td>\n",
       "      <td>-97349340</td>\n",
       "      <td>-31565720</td>\n",
       "      <td>2430665120</td>\n",
       "      <td>-390056700</td>\n",
       "      <td>-13530000</td>\n",
       "      <td>-2132030875</td>\n",
       "      <td>1355664730</td>\n",
       "      <td>-3663280998</td>\n",
       "      <td>-4888323930</td>\n",
       "      <td>617992890</td>\n",
       "      <td>-10865251278</td>\n",
       "      <td>1528334270</td>\n",
       "      <td>-26861527904</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "variety                 A         AG         AL         AP          AU  \\\n",
       "date       会员简称                                                          \n",
       "2018-10-08 永安期货   3261450 -315459540  608045605 -209833560   769878000   \n",
       "2018-10-09 永安期货 -16511610 -229660605  547143285 -179601610   823028000   \n",
       "2018-10-10 永安期货  22349680 -266520120  722003360 -199487840   771572000   \n",
       "2018-10-11 永安期货  -7459760 -222446775  276132480 -247899150  1180710000   \n",
       "2018-10-12 永安期货  -5411580 -252404520  233982540 -310396050   892983000   \n",
       "2018-10-15 永安期货  -8039040 -153635625   12688415 -407398710   928464000   \n",
       "2018-10-16 永安期货  15799050  -76983330 -101046680 -429095680   665712000   \n",
       "2018-10-17 永安期货  -1027350   -8293275  -50768550 -483493800   646250000   \n",
       "2018-10-18 永安期货  -1778010  -31761975 -126809925 -432588600   604175000   \n",
       "2018-10-19 永安期货  -2097760   10061760 -220189560 -365120720   657432000   \n",
       "2018-10-22 永安期货 -12248670   14541120 -256849375 -436466250   658536000   \n",
       "2018-10-23 永安期货 -13327200    7878465 -201015515 -395018880   829061000   \n",
       "2018-10-24 永安期货 -23875980   95471010 -201852300 -442006640   910172000   \n",
       "2018-10-25 永安期货 -25630800  -11004630 -240791200 -402753960   881082000   \n",
       "2018-10-26 永安期货 -25191720 -136025100 -393334280 -352834200   765576000   \n",
       "2018-10-29 永安期货 -32468800  103976070 -507537990 -369769230   892936000   \n",
       "2018-10-30 永安期货 -38881990  -72481200 -604016590 -392945460   792856000   \n",
       "2018-10-31 永安期货 -42839670 -149011110 -785781360 -301091160   767004000   \n",
       "\n",
       "variety                 B         BU           C         CF        CS  \\\n",
       "date       会员简称                                                         \n",
       "2018-10-08 永安期货 -14976780  636642300 -1294318000 -666455310  37010540   \n",
       "2018-10-09 永安期货 -13795640  846910080 -1257216950 -580523650   7115650   \n",
       "2018-10-10 永安期货  -8114520  784514900 -1168031250 -668548375 -28750800   \n",
       "2018-10-11 永安期货 -36152820  891174510 -1208266800 -515663040 -28876650   \n",
       "2018-10-12 永安期货 -39169920  904137220 -1332451000 -284160060 -22809980   \n",
       "2018-10-15 永安期货 -40654780  895935960 -1341152220 -325283840 -72996000   \n",
       "2018-10-16 永安期货 -40687850  918940880 -1326074560 -578762535 -25869480   \n",
       "2018-10-17 永安期货 -41323470  959047740 -1324532440 -501890580 -23143320   \n",
       "2018-10-18 永安期货 -40656520  666707560 -1418477040 -633163410 -21372400   \n",
       "2018-10-19 永安期货 -41160600  566982300 -1319988000 -705745275 -51713220   \n",
       "2018-10-22 永安期货 -43813200  521020250 -1413404050 -676683175 -37237960   \n",
       "2018-10-23 永安期货 -42472800  517951280 -1427629570 -624992340   4303800   \n",
       "2018-10-24 永安期货 -44075680   54823500 -1367948040 -620131250 -19432180   \n",
       "2018-10-25 永安期货 -45422680   -2749990 -1408416000 -703039950 -26461530   \n",
       "2018-10-26 永安期货 -39426660  -46367160 -1370367450 -549217090 -13518390   \n",
       "2018-10-29 永安期货 -12274880  -22315030 -1327224800 -428188800 -11027660   \n",
       "2018-10-30 永安期货 -14031150 -142223440 -1364150970 -166520480 -42125500   \n",
       "2018-10-31 永安期货 -13999760 -132887080 -1299507600 -194381950 -13293500   \n",
       "\n",
       "variety                  CU       CY        FG         FU          HC  \\\n",
       "date       会员简称                                                         \n",
       "2018-10-08 永安期货  1710831720   244880  70060800  -36427660 -1012884480   \n",
       "2018-10-09 永安期货  1477716200   739740 -37175800  107562000 -1041597070   \n",
       "2018-10-10 永安期货  1459428285   491840 -48473800  -31464980 -1050433800   \n",
       "2018-10-11 永安期货   110974100   487900 -16546880  -64482120  -949357200   \n",
       "2018-10-12 永安期货   -10136200   495300 -28216320  -63284320  -931815130   \n",
       "2018-10-15 永安期货   555641670   248210  32027400  -88029280  -940972120   \n",
       "2018-10-16 永安期货   196974295   494540  56755400  -51242310 -1225533680   \n",
       "2018-10-17 永安期货   126383040  1612650  12241720  -45474000 -1283284800   \n",
       "2018-10-18 永安期货   198222245   735780  76609680  -59356690 -1479473820   \n",
       "2018-10-19 永安期货   249215680  -484000  57561400 -117083200  -607783380   \n",
       "2018-10-22 永安期货   443170500 -2803240  52893540  -64115600  -754583520   \n",
       "2018-10-23 永安期货   198694530 -3171090  59618800  -39109040  -973219080   \n",
       "2018-10-24 永安期货   -20633250 -2073745  50706240  -19215360 -1018306850   \n",
       "2018-10-25 永安期货  -436954260 -4457945  53326280   -9527060  -833771960   \n",
       "2018-10-26 永安期货  -436992255 -3351600  26560000   68016000  -778562770   \n",
       "2018-10-29 永安期货 -1000417200   463940  55688180   76497670 -1006501160   \n",
       "2018-10-30 永安期货 -1071597600   816445 -20579520   77778890 -1225797750   \n",
       "2018-10-31 永安期货 -1592747280  1392900  10100080   68893800 -1108324530   \n",
       "\n",
       "variety                   I           J        JD         JM       JR  \\\n",
       "date       会员简称                                                         \n",
       "2018-10-08 永安期货 -1009626700  1697405000  80690720  480353760  -291700   \n",
       "2018-10-09 永安期货  -740595000  2134417200  90657600  249055800  -294900   \n",
       "2018-10-10 永安期货  -676504000  3558718800  73495070   79677000  -177000   \n",
       "2018-10-11 永安期货  -917504000  2459132500  82550700   39967200  -528300   \n",
       "2018-10-12 永安期货  -891183600  3671096400  99086000   -6013740  -530460   \n",
       "2018-10-15 永安期货  -869907000  3237547500  84644840  -41653200  -529200   \n",
       "2018-10-16 永安期货  -823816500  2726067000  60896600   41799600  -352320   \n",
       "2018-10-17 永安期货  -693759500  2006996000  58449960  587243880  -530640   \n",
       "2018-10-18 永安期货 -1658949600    13937400  31892320  660686760        0   \n",
       "2018-10-19 永安期货 -1190006100  -391676600  30196170  613652400   117000   \n",
       "2018-10-22 永安期货 -1015564400  -318902100  37573470  543048000   117320   \n",
       "2018-10-23 永安期货 -1116576600   216928800  24873470  839001240   523260   \n",
       "2018-10-24 永安期货   270068000  1871180800  24128000  235528440  1431500   \n",
       "2018-10-25 永安期货  -382827200  1897187400  15127980  327420360  1484600   \n",
       "2018-10-26 永安期货  -902965500  1726436200  71539270   74880540  1496040   \n",
       "2018-10-29 永安期货  -239448300   872371200  49014420  190852200  1322500   \n",
       "2018-10-30 永安期货  -532727600  1001582500  47774400  168042240  1316520   \n",
       "2018-10-31 永安期货  -828590000  1316140000  53937880  155791200  1324340   \n",
       "\n",
       "variety                   L        LR           M         MA          NI  \\\n",
       "date       会员简称                                                            \n",
       "2018-10-08 永安期货 -1243328760   1174360  8624827680 -501839020  -520227462   \n",
       "2018-10-09 永安期货  -995280840   -269800  7873414010 -116997640  -488692146   \n",
       "2018-10-10 永安期货 -1230998825  -1244760  8106986820 -187743040  -123576060   \n",
       "2018-10-11 永安期货 -1132760475   -376460  8436214640 -167681800  -572067920   \n",
       "2018-10-12 永安期货 -1148020825   3266400  7811581080  -82523400  -560181475   \n",
       "2018-10-15 永安期货 -1083370275  -1466100  6443388160   -4008960  -481224070   \n",
       "2018-10-16 永安期货 -1628307075  -2968900  6224463420   53462760 -1418777316   \n",
       "2018-10-17 永安期货 -1477236375  -2646980  6156767190  230278260 -1912375467   \n",
       "2018-10-18 永安期货 -1086879805  -4951440  5941194040  349181800 -1612147860   \n",
       "2018-10-19 永安期货  -593682750 -12320200  5959684200  193628610  -986692728   \n",
       "2018-10-22 永安期货  -458425860 -13766800  5167948110 -148215060  -804196170   \n",
       "2018-10-23 永安期货  -305763930 -14191480  4999459140 -164358040  -870155874   \n",
       "2018-10-24 永安期货  -324783000 -15295280  4847460240 -190939980  -893275149   \n",
       "2018-10-25 永安期货  -301711240 -11040640  4487456680 -218870070 -1059612705   \n",
       "2018-10-26 永安期货  -439745000 -11427600  4437116820 -273350700 -1194557721   \n",
       "2018-10-29 永安期货  -470417370 -12901220  4047859200 -519607560 -1179983216   \n",
       "2018-10-30 永安期货  -544989440 -11988000  2649417200 -418803840 -1212668376   \n",
       "2018-10-31 永安期货 -1169234390  -9382080  2639922960 -519406740 -1409519748   \n",
       "\n",
       "variety                 OI           P         PB      PM          PP  \\\n",
       "date       会员简称                                                         \n",
       "2018-10-08 永安期货  -82956000 -1418264640  185322150       0  1800619800   \n",
       "2018-10-09 永安期货  -43238800 -1462732550  199175700 -467600  1937440470   \n",
       "2018-10-10 永安期货   -9429540 -1497521190  432944400       0  1913072200   \n",
       "2018-10-11 永安期货  -73782720 -1514598570  467251810       0  1705634960   \n",
       "2018-10-12 永安期货 -105010360 -1659093920  563075475       0  1237838000   \n",
       "2018-10-15 永安期货  -71514960 -1710571660  632885370       0  1154693400   \n",
       "2018-10-16 永安期货   58527360 -1590995640  604041180       0   997166115   \n",
       "2018-10-17 永安期货   57460320 -1542627180  601344000 -481400  1077053315   \n",
       "2018-10-18 永安期货   27992640 -1423475560  439923715       0  1011279000   \n",
       "2018-10-19 永安期货  -23329920 -1394157600  430415280       0   817380200   \n",
       "2018-10-22 永安期货  -82724340 -1439829540  426452770 -508000   484690640   \n",
       "2018-10-23 永安期货  -49550400 -1275714180  381829090       0   455941170   \n",
       "2018-10-24 永安期货  -28929400 -1218261660  281441880 -483400   544797255   \n",
       "2018-10-25 永安期货  -55248150  -944986560  288751090 -480400   314187720   \n",
       "2018-10-26 永安期货  -61182000  -948823720  301348710       0   585240300   \n",
       "2018-10-29 永安期货  -65312640  -899615040  206587200       0   623199795   \n",
       "2018-10-30 永安期货  -82049100  -995104160  141248800 -482000   641772900   \n",
       "2018-10-31 永安期货  -55437280 -1019563110  138297390 -477600  1069897200   \n",
       "\n",
       "variety                 PTA          RB      RI         RM         RU  \\\n",
       "date       会员简称                                                         \n",
       "2018-10-08 永安期货  -589055610 -1215124960 -141540 -757137500 -337115550   \n",
       "2018-10-09 永安期货  -334422540 -1339665000 -142080 -646156980 -410841525   \n",
       "2018-10-10 永安期货  -147791000 -2189143710 -142380 -537213300 -482017250   \n",
       "2018-10-11 永安期货  -140960085  -583797060       0 -510925690 -462274540   \n",
       "2018-10-12 永安期货  -326165760 -1003195020  189760 -555858180 -472830480   \n",
       "2018-10-15 永安期货  -332043055 -1222631040  189680 -496100160 -476186200   \n",
       "2018-10-16 永安期货  -823705700 -1106280680  139980 -503860500 -488030130   \n",
       "2018-10-17 永安期货 -1013318305  -968994180  141960 -532824840 -505693350   \n",
       "2018-10-18 永安期货  -979962060 -2450006460  140820 -496415040 -497023120   \n",
       "2018-10-19 永安期货 -1239571920 -2987635050  141060 -578572390 -470938370   \n",
       "2018-10-22 永安期货 -1277866860 -3190386690       0 -789184200 -472775835   \n",
       "2018-10-23 永安期货 -1180598100 -3099002040       0 -773394000 -497647695   \n",
       "2018-10-24 永安期货 -1286001350 -2472468950       0 -771199110 -524617280   \n",
       "2018-10-25 永安期货 -1620948855 -3578583240  132720 -793207590 -561306240   \n",
       "2018-10-26 永安期货 -1381845400 -3670858170       0 -562286940 -490615625   \n",
       "2018-10-29 永安期货  -618281840 -3713241780       0 -585189400 -412209400   \n",
       "2018-10-30 永安期货  -487639955 -3634259280       0 -663647670 -431148000   \n",
       "2018-10-31 永安期货  -837259740 -4033283900       0 -509223420 -445790785   \n",
       "\n",
       "variety                 SF         SM        SN         SR          V  \\\n",
       "date       会员简称                                                         \n",
       "2018-10-08 永安期货  -55707300  -31065015  10600056  575559140 -114983970   \n",
       "2018-10-09 永安期货  -24990560  -14279440   3827746  546633100 -241230000   \n",
       "2018-10-10 永安期货  -21661080  -27261000  -1323837  339208800 -110201580   \n",
       "2018-10-11 永安期货  -21161700  -38831460  -3235188  230427330  -58033885   \n",
       "2018-10-12 永安期货  -22970250    5845105   3989115  100922500   33173070   \n",
       "2018-10-15 永安期货  -66492180   24088440  -7198688   99440600  -45108510   \n",
       "2018-10-16 永安期货 -127960860  -12715500   2511767   78755880 -291993740   \n",
       "2018-10-17 永安期货 -118395810   -9459705   2378048   53518400 -376187500   \n",
       "2018-10-18 永安期货 -163220200  -24981215    442692 -105279840 -443329485   \n",
       "2018-10-19 永安期货 -164126000  -30735710 -27172245  -95100750 -508362965   \n",
       "2018-10-22 永安期货 -191295140  -28243775 -27567540 -125881080 -484191140   \n",
       "2018-10-23 永安期货 -192338000  -53005320 -17291898 -183644480 -473864535   \n",
       "2018-10-24 永安期货 -184523760 -107633100 -15522675 -194708080 -493360500   \n",
       "2018-10-25 永安期货 -185298750  -40320490 -18615240  -59771430 -522537420   \n",
       "2018-10-26 永安期货 -192912500  -22983915 -14456666  -53363040 -489594425   \n",
       "2018-10-29 永安期货 -183089480  -22198220 -22011750 -263558400 -187190700   \n",
       "2018-10-30 永安期货 -195387885  -40455090 -28465426 -134126720  -66137385   \n",
       "2018-10-31 永安期货 -198941600  -61667755 -43000675 -160854000  -97349340   \n",
       "\n",
       "variety                WH           Y         ZC          ZN        化工板块  \\\n",
       "date       会员简称                                                            \n",
       "2018-10-08 永安期货 -37375520  3832023160 -724187100  1197556360  -349060810   \n",
       "2018-10-09 永安期货 -37661540  4168285830 -140432000  1184237280   685578005   \n",
       "2018-10-10 永安期货 -34247840  4231424100  -68695200  1133201460   538835405   \n",
       "2018-10-11 永安期货 -34330500  4446491100 -133920800  1064689885   635098685   \n",
       "2018-10-12 永安期货 -32639880  4644762800 -178515400  1150916140   145607825   \n",
       "2018-10-15 永安期货 -31787840  4449785040 -159835000  1170671360   109912360   \n",
       "2018-10-16 永安期货 -32155200  4091249260 -239112000  1091919440 -1262466890   \n",
       "2018-10-17 永安期货 -32156160  4094744490 -307476000  1002713985 -1106056215   \n",
       "2018-10-18 永安期货 -33046000  3973093560 -243734400   643307820  -980026110   \n",
       "2018-10-19 永安期货 -33098000  4034872680 -321672600   371858605 -1234564895   \n",
       "2018-10-22 永安期货 -33176000  3765870600 -420405400   253854040 -1835763865   \n",
       "2018-10-23 永安期货 -33098000  3462553800 -285945600  -139830460 -1648339850   \n",
       "2018-10-24 永安期货 -33034100  2991068480 -265440600   441572880 -2220081355   \n",
       "2018-10-25 永安期货 -33148920  2676664320 -303143700   374056935 -2913936095   \n",
       "2018-10-26 永安期货 -32117400  2572894420 -317131600    -3729290 -2536278010   \n",
       "2018-10-29 永安期货 -32023680  2503627200 -297003600   429552600 -1606822105   \n",
       "2018-10-30 永安期货 -31744000  2588055250 -331813300    60830000 -1449169160   \n",
       "2018-10-31 永安期货 -31565720  2430665120 -390056700   -13530000 -2132030875   \n",
       "\n",
       "variety                油脂板块        有色板块        黑色板块        黄金白银          工业品  \\\n",
       "date       会员简称                                                                \n",
       "2018-10-08 永安期货  2330802520  3181528373 -1784064480   454418460    995263908   \n",
       "2018-10-09 永安期货  2662314480  2919580319  -878816070   593367395   2757458454   \n",
       "2018-10-10 永安期货  2724473370  3624001445  -346380910   505051880   3687595080   \n",
       "2018-10-11 永安期货  2858109810  1346980355   -85479360   958263225   1755577520   \n",
       "2018-10-12 永安期货  2880658520  1377656480   660373510   640578480   2075012030   \n",
       "2018-10-15 永安期货  2667698420  1890662745     2549140   774828375   1904718625   \n",
       "2018-10-16 永安期货  2558780980   373110919  -626876260   588728670  -1651395501   \n",
       "2018-10-17 永安期货  2609577630  -232702992  -659274600   637956725  -2159121602   \n",
       "2018-10-18 永安期货  2577610640  -457504005 -5157540120   572413025  -6766018660   \n",
       "2018-10-19 永安期货  2617385160  -155392723 -4885121330   667493760  -6529462458   \n",
       "2018-10-22 永安期货  2243316720    62431765 -5156794110   673077120  -7160887185   \n",
       "2018-10-23 永安期货  2137289220  -630478229 -4418813280   836939465  -6922464919   \n",
       "2018-10-24 永安期货  1743877420  -392745939 -1379439160  1005643010  -4252932434   \n",
       "2018-10-25 永安期货  1676429610 -1074550140 -2873718340   870077370  -7044024595   \n",
       "2018-10-26 永安期货  1562888700 -1727264836 -3868201300   629550900  -8253064561   \n",
       "2018-10-29 永安期货  1538699520 -2051798606 -4192971440   996912070  -7924694001   \n",
       "2018-10-30 永安期货  1510901990 -2686203766 -4554973190   720374800  -8868989721   \n",
       "2018-10-31 永安期货  1355664730 -3663280998 -4888323930   617992890 -10865251278   \n",
       "\n",
       "variety                 农产品         商品板块  \n",
       "date       会员简称                           \n",
       "2018-10-08 永安期货  8724407680  23686619455  \n",
       "2018-10-09 永安期货  8500124040  29042492438  \n",
       "2018-10-10 永安期货  8664482175  32210429083  \n",
       "2018-10-11 永安期货  9088211390  28284678392  \n",
       "2018-10-12 永安期货  8381161250  27193400170  \n",
       "2018-10-15 永安期货  6644202050  23237122047  \n",
       "2018-10-16 永安期货  6075033175  10994263454  \n",
       "2018-10-17 永安期货  6011400850   9519009777  \n",
       "2018-10-18 永安期货  5441622660  -5598760213  \n",
       "2018-10-19 永安期货  5488927415  -4517753339  \n",
       "2018-10-22 永安期货  3957732915  -9868481250  \n",
       "2018-10-23 永安期货  3747919160  -9345256735  \n",
       "2018-10-24 永安期货  3176164380  -2499692502  \n",
       "2018-10-25 永安期货  2759733010 -12125751900  \n",
       "2018-10-26 永安期货  3144765960 -15625634734  \n",
       "2018-10-29 永安期货  2618146050 -15009589483  \n",
       "2018-10-30 永安期货  1405694800 -20749861979  \n",
       "2018-10-31 永安期货  1528334270 -26861527904  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pymongo\n",
    "import pandas as pd\n",
    "import matplotlib as plt\n",
    "from pandas import Series,DataFrame\n",
    "pd.set_option('display.width', None)  # 设置字符显示宽度\n",
    "pd.set_option('display.max_rows', None)  # 设置显示最大行\n",
    "pd.set_option('display.max_columns', None)  # 设置显示最大行\n",
    "#二行即可搞定画图中文乱码\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False #用来正常显示负号\n",
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))\n",
    "\n",
    "#连接数据库\n",
    "client = pymongo.MongoClient('localhost',27017)\n",
    "futures = client.futures\n",
    "\n",
    "\n",
    "market = futures.market\n",
    "unit = futures.unit\n",
    "position = futures.position\n",
    "#加载数据\n",
    "market = DataFrame(list(market.find()))\n",
    "unit = DataFrame(list(unit.find()))\n",
    "position = DataFrame(list(position.find()))\n",
    "\n",
    "\n",
    "# #类型转换\n",
    "# market['set_close'] = market['set_close'].astype(float)\n",
    "# unit['unit'] = unit['unit'].astype(float)\n",
    "\n",
    "#大写字母\n",
    "position['variety']=position['variety'].str.upper()\n",
    "\n",
    "#删除/选取某行含有特殊数值的列\n",
    "position=position.set_index('名次')\n",
    "\n",
    "#选择需要显示的字段\n",
    "data1=market[['date','variety','set_close']]\n",
    "\n",
    "data2=unit[[ 'variety','unit']]\n",
    "position=position[['date','variety','symbol','持买仓量期货公司','持买仓量', '持买仓量增减','持卖仓量期货公司','持卖仓量', '持卖仓量增减']]\n",
    "# print(position.head())\n",
    "\n",
    "#查询会员\n",
    "members='永安期货'\n",
    "data3=position[(position['持买仓量期货公司'] == members)]\n",
    "#汇总合约\n",
    "data3=data3[['date','variety','持买仓量期货公司','持买仓量']]\n",
    "data3=data3.groupby(['date','variety','持买仓量期货公司'])[['持买仓量']].sum()\n",
    "data4=position[(position['持卖仓量期货公司'] == members)]\n",
    "# print(data4.head())\n",
    "data4=data4[['date','variety','持卖仓量期货公司','持卖仓量']]\n",
    "data4=data4.groupby(['date','variety','持卖仓量期货公司'])[['持卖仓量']].sum()\n",
    "print(data3.head())\n",
    "print(data4.head())\n",
    "#并集\n",
    "data5=pd.merge(data3,data4, on=['date','variety'],how='outer')\n",
    "data5['会员简称']=data5.apply(lambda x: members,axis=1)\n",
    "\n",
    "#nan缺失值填充fillna()为0\n",
    "data5=data5.fillna(0)\n",
    "data5['净持仓']=data5.apply(lambda x: x['持买仓量']-x['持卖仓量'],axis=1)\n",
    "#选择需要显示的字段\n",
    "data5=data5[['会员简称','持买仓量','持卖仓量','净持仓']]\n",
    "data5=data5.reset_index(['variety','date'])\n",
    "print(data5.head())\n",
    "netpostion=data5.set_index('date')\n",
    "# netpostion.date = pd.to_datetime(netpostion.date)\n",
    "# df.pivot(index='Date', columns='val', values='count').plot(marker='o')\n",
    "netpostion=data5.pivot_table('净持仓',index='date',columns='variety',fill_value=0)\n",
    "# netpostion=netpostion[['RB','HC','J','JM','I']]\n",
    "# netpostion['合计']=netpostion.sum(axis=1)\n",
    "# netpostion.plot(figsize=(18,5))\n",
    "# print(netpostion)\n",
    "\n",
    "#合约价值\n",
    "contractValue=pd.merge(data1,data2,how='left',sort=False).drop_duplicates()\n",
    "contractValue['contractValue'] = contractValue.apply(lambda x: x['set_close']*x['unit'],axis=1)\n",
    "contractValue=contractValue[['date','variety','contractValue']]\n",
    "#值替换replace()\n",
    "contractValue=contractValue.replace(['TA'],'PTA')\n",
    "print(contractValue.head())\n",
    "# contractValue.set_index(['date','variety'], inplace = True)\n",
    "sz=pd.merge(data5,contractValue,on=['date','variety'],how='left')\n",
    "#净持仓价值\n",
    "\n",
    "sz['净持仓价值']=sz.apply(lambda x: x['净持仓']*x['contractValue'],axis=1)\n",
    "sz=sz[['date','variety','会员简称','净持仓价值']]\n",
    "# sz=sz[(sz['variety']=='M')]\n",
    "# sz=sz[sz['date']=='2018-10-23']\n",
    "# sz=sz[sz['date']=='2018-10-23']\n",
    "# sz=sz[(sz['variety']=='M')]\n",
    "sz=sz.sort_values(by='净持仓价值')\n",
    "sz=sz.pivot_table('净持仓价值',index=['date','会员简称'],columns='variety',fill_value=0)\n",
    "sz=sz.copy()\n",
    "sz['化工板块']=sz[['RU','MA','V','L','PP','BU','PTA']].sum(axis=1)\n",
    "sz['油脂板块']=sz[['Y','P','OI']].sum(axis=1)\n",
    "sz['有色板块']=sz[['CU','AL','ZN','NI','PB']].sum(axis=1)\n",
    "sz['黑色板块']=sz[['RB','HC','ZC','J','JM','I']].sum(axis=1)\n",
    "sz['黄金白银']=sz[['AU','AG']].sum(axis=1)\n",
    "sz['工业品']=sz[['CU','AL','ZN','NI','PB','RB','FG','RU','L','V','PTA','MA','PP','JM','J','ZC','I','BU','HC','SM','SF','FU']].sum(axis=1)\n",
    "sz['农产品']=sz[['A','C','M','RM','Y','P','OI','CF','SR','JD','CS','AP']].sum(axis=1)\n",
    "sz['商品板块']=sz.sum(axis=1)\n",
    "sz\n",
    "# print(sz)\n",
    "# print(sz['净持仓价值'].sum())\n",
    "# sz.plot.bar(x='variety',y='净持仓价值',figsize=(15,5),label=members,title='净持仓价值排名'+' 日期：')\n",
    "# +sz['date'].loc[1]\n",
    "\n",
    "\n",
    "# long=sz[sz['净持仓价值']>1e+08]\n",
    "# short=sz[sz['净持仓价值']<-1e+08]\n",
    "# long.plot.bar(x='variety',y='净持仓价值',figsize=(10,5),label=members,title='净多持仓价值排名'+' 日期：')\n",
    "# short.plot.bar(x='variety',y='净持仓价值',figsize=(10,5),label=members,title='净空持仓价值排名'+' 日期：')\n",
    "\n",
    "\n",
    "# sz=sz.set_index(['date','variety'])\n",
    "# print(sz.rank(method=\"max\",ascending=True))\n",
    "# sz=sz.set_index('date')\n",
    "# print(sz)\n",
    "# sz.plot.line(figsize=(15,5),label=members,title='净持仓价值排名'+' 日期：')\n",
    "\n",
    "# sz=sz['date'].set_index()\n",
    "\n",
    "# sz.pivot_table('净持仓价值',index='date',columns='variety')\n",
    "# af.pivot_table('score',index='name',columns='course',aggfunc='mean',margins=True,fill_value=0)\n",
    "\n",
    "\n",
    "# print(sz.head())\n",
    "# # sz=sz[['RB','HC','J','JM','I']]\n",
    "\n",
    "# # sz=sz[['RU','MA','V','L','PP','BU','PTA']]\n",
    "# sz['合计']=sz.sum(axis=1)\n",
    "# print(sz)\n",
    "# sz.plot(figsize=(20,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>variety</th>\n",
       "      <th>A</th>\n",
       "      <th>AG</th>\n",
       "      <th>AL</th>\n",
       "      <th>AP</th>\n",
       "      <th>AU</th>\n",
       "      <th>B</th>\n",
       "      <th>BU</th>\n",
       "      <th>C</th>\n",
       "      <th>CF</th>\n",
       "      <th>CS</th>\n",
       "      <th>CU</th>\n",
       "      <th>CY</th>\n",
       "      <th>FG</th>\n",
       "      <th>FU</th>\n",
       "      <th>HC</th>\n",
       "      <th>I</th>\n",
       "      <th>J</th>\n",
       "      <th>JD</th>\n",
       "      <th>JM</th>\n",
       "      <th>L</th>\n",
       "      <th>LR</th>\n",
       "      <th>M</th>\n",
       "      <th>MA</th>\n",
       "      <th>NI</th>\n",
       "      <th>OI</th>\n",
       "      <th>P</th>\n",
       "      <th>PB</th>\n",
       "      <th>PP</th>\n",
       "      <th>PTA</th>\n",
       "      <th>RB</th>\n",
       "      <th>RM</th>\n",
       "      <th>RS</th>\n",
       "      <th>RU</th>\n",
       "      <th>SF</th>\n",
       "      <th>SM</th>\n",
       "      <th>SN</th>\n",
       "      <th>SR</th>\n",
       "      <th>V</th>\n",
       "      <th>WH</th>\n",
       "      <th>Y</th>\n",
       "      <th>ZC</th>\n",
       "      <th>ZN</th>\n",
       "      <th>化工板块</th>\n",
       "      <th>油脂板块</th>\n",
       "      <th>有色板块</th>\n",
       "      <th>黑色板块</th>\n",
       "      <th>商品板块</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th>会员简称</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-10-08</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>134448480</td>\n",
       "      <td>905489640</td>\n",
       "      <td>-402878175</td>\n",
       "      <td>472389120</td>\n",
       "      <td>450844000</td>\n",
       "      <td>3549000</td>\n",
       "      <td>35965300</td>\n",
       "      <td>211394000</td>\n",
       "      <td>-170818530</td>\n",
       "      <td>0</td>\n",
       "      <td>-1555006440</td>\n",
       "      <td>-2326360</td>\n",
       "      <td>7609500</td>\n",
       "      <td>-119680980</td>\n",
       "      <td>-331421760</td>\n",
       "      <td>55339100</td>\n",
       "      <td>159372000</td>\n",
       "      <td>79936230</td>\n",
       "      <td>173912940</td>\n",
       "      <td>37234980</td>\n",
       "      <td>-11049660</td>\n",
       "      <td>1120262160</td>\n",
       "      <td>-22170660</td>\n",
       "      <td>-857560846</td>\n",
       "      <td>-333697200</td>\n",
       "      <td>71520800</td>\n",
       "      <td>-8120250</td>\n",
       "      <td>-208702200</td>\n",
       "      <td>-68116620</td>\n",
       "      <td>-1496198760</td>\n",
       "      <td>98058850</td>\n",
       "      <td>-219320</td>\n",
       "      <td>-304119425</td>\n",
       "      <td>108270100</td>\n",
       "      <td>-66461805</td>\n",
       "      <td>-171073126</td>\n",
       "      <td>40822340</td>\n",
       "      <td>0</td>\n",
       "      <td>-8830480</td>\n",
       "      <td>500780420</td>\n",
       "      <td>249677300</td>\n",
       "      <td>-267984640</td>\n",
       "      <td>-529908625</td>\n",
       "      <td>238604020</td>\n",
       "      <td>-3091550351</td>\n",
       "      <td>-1189319180</td>\n",
       "      <td>-6061735113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-09</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>163468770</td>\n",
       "      <td>959537985</td>\n",
       "      <td>-480253215</td>\n",
       "      <td>403194470</td>\n",
       "      <td>614524000</td>\n",
       "      <td>1894220</td>\n",
       "      <td>125583480</td>\n",
       "      <td>239016800</td>\n",
       "      <td>-285894000</td>\n",
       "      <td>0</td>\n",
       "      <td>-1390213210</td>\n",
       "      <td>-2219220</td>\n",
       "      <td>3308700</td>\n",
       "      <td>-18673200</td>\n",
       "      <td>-263966650</td>\n",
       "      <td>133561600</td>\n",
       "      <td>42995800</td>\n",
       "      <td>82456400</td>\n",
       "      <td>136857000</td>\n",
       "      <td>34586940</td>\n",
       "      <td>-12518720</td>\n",
       "      <td>991415040</td>\n",
       "      <td>362358210</td>\n",
       "      <td>-1099504645</td>\n",
       "      <td>-43170600</td>\n",
       "      <td>145678550</td>\n",
       "      <td>0</td>\n",
       "      <td>-86449970</td>\n",
       "      <td>-67543100</td>\n",
       "      <td>-1010949600</td>\n",
       "      <td>143538900</td>\n",
       "      <td>-163260</td>\n",
       "      <td>-286829550</td>\n",
       "      <td>100703200</td>\n",
       "      <td>-106182580</td>\n",
       "      <td>-160765332</td>\n",
       "      <td>391775280</td>\n",
       "      <td>76058000</td>\n",
       "      <td>-8631840</td>\n",
       "      <td>648916920</td>\n",
       "      <td>275034500</td>\n",
       "      <td>-181905840</td>\n",
       "      <td>157764010</td>\n",
       "      <td>751424870</td>\n",
       "      <td>-3151876910</td>\n",
       "      <td>-686467350</td>\n",
       "      <td>-2358525147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-10</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>175314870</td>\n",
       "      <td>964219260</td>\n",
       "      <td>-530185175</td>\n",
       "      <td>568091260</td>\n",
       "      <td>591476000</td>\n",
       "      <td>3772540</td>\n",
       "      <td>-2016650</td>\n",
       "      <td>253350000</td>\n",
       "      <td>-307502375</td>\n",
       "      <td>54195840</td>\n",
       "      <td>-1308592810</td>\n",
       "      <td>-1598480</td>\n",
       "      <td>-11809100</td>\n",
       "      <td>-216937000</td>\n",
       "      <td>-414865320</td>\n",
       "      <td>492803500</td>\n",
       "      <td>138820500</td>\n",
       "      <td>83742570</td>\n",
       "      <td>204300000</td>\n",
       "      <td>235388405</td>\n",
       "      <td>-12664080</td>\n",
       "      <td>1480071420</td>\n",
       "      <td>209355480</td>\n",
       "      <td>-1233106475</td>\n",
       "      <td>208816480</td>\n",
       "      <td>106817480</td>\n",
       "      <td>-54843250</td>\n",
       "      <td>-91888760</td>\n",
       "      <td>-4402125</td>\n",
       "      <td>-696043530</td>\n",
       "      <td>187387900</td>\n",
       "      <td>0</td>\n",
       "      <td>-297532950</td>\n",
       "      <td>99634220</td>\n",
       "      <td>-121122720</td>\n",
       "      <td>-160037184</td>\n",
       "      <td>299805240</td>\n",
       "      <td>103941690</td>\n",
       "      <td>-8574720</td>\n",
       "      <td>715205580</td>\n",
       "      <td>245499800</td>\n",
       "      <td>46109420</td>\n",
       "      <td>152845090</td>\n",
       "      <td>1030839540</td>\n",
       "      <td>-3080618290</td>\n",
       "      <td>-29485050</td>\n",
       "      <td>67978041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-11</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>184134280</td>\n",
       "      <td>905815500</td>\n",
       "      <td>-538838400</td>\n",
       "      <td>484780560</td>\n",
       "      <td>578880000</td>\n",
       "      <td>2897880</td>\n",
       "      <td>-69359490</td>\n",
       "      <td>305634940</td>\n",
       "      <td>-357367200</td>\n",
       "      <td>0</td>\n",
       "      <td>-1316477020</td>\n",
       "      <td>-3293325</td>\n",
       "      <td>-1434240</td>\n",
       "      <td>-147188960</td>\n",
       "      <td>-404820240</td>\n",
       "      <td>605593600</td>\n",
       "      <td>222977700</td>\n",
       "      <td>21192120</td>\n",
       "      <td>121867200</td>\n",
       "      <td>364585725</td>\n",
       "      <td>-12476960</td>\n",
       "      <td>1506895880</td>\n",
       "      <td>-8652800</td>\n",
       "      <td>-925182240</td>\n",
       "      <td>87785280</td>\n",
       "      <td>111981420</td>\n",
       "      <td>-75780340</td>\n",
       "      <td>76103490</td>\n",
       "      <td>34044030</td>\n",
       "      <td>173959730</td>\n",
       "      <td>173411960</td>\n",
       "      <td>-164610</td>\n",
       "      <td>-358320690</td>\n",
       "      <td>111350850</td>\n",
       "      <td>-118159180</td>\n",
       "      <td>-175582476</td>\n",
       "      <td>273749490</td>\n",
       "      <td>0</td>\n",
       "      <td>-8544480</td>\n",
       "      <td>439581750</td>\n",
       "      <td>216398800</td>\n",
       "      <td>23915570</td>\n",
       "      <td>38400265</td>\n",
       "      <td>639348450</td>\n",
       "      <td>-2832362430</td>\n",
       "      <td>935976790</td>\n",
       "      <td>1287258179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-12</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>108960820</td>\n",
       "      <td>927682380</td>\n",
       "      <td>-516881540</td>\n",
       "      <td>571339170</td>\n",
       "      <td>294567000</td>\n",
       "      <td>30548280</td>\n",
       "      <td>7478420</td>\n",
       "      <td>272042000</td>\n",
       "      <td>-168814240</td>\n",
       "      <td>-9547810</td>\n",
       "      <td>-1210008875</td>\n",
       "      <td>-4953000</td>\n",
       "      <td>-267200</td>\n",
       "      <td>-106222240</td>\n",
       "      <td>-447908950</td>\n",
       "      <td>665433600</td>\n",
       "      <td>677013300</td>\n",
       "      <td>10300000</td>\n",
       "      <td>139304580</td>\n",
       "      <td>246014685</td>\n",
       "      <td>-13065600</td>\n",
       "      <td>241440200</td>\n",
       "      <td>370589260</td>\n",
       "      <td>-1022581980</td>\n",
       "      <td>137932160</td>\n",
       "      <td>116982440</td>\n",
       "      <td>-59222400</td>\n",
       "      <td>89717250</td>\n",
       "      <td>100634250</td>\n",
       "      <td>267616760</td>\n",
       "      <td>198326420</td>\n",
       "      <td>-163470</td>\n",
       "      <td>-329944860</td>\n",
       "      <td>118458430</td>\n",
       "      <td>-148474200</td>\n",
       "      <td>-164587930</td>\n",
       "      <td>244309100</td>\n",
       "      <td>7226150</td>\n",
       "      <td>-8608320</td>\n",
       "      <td>728181040</td>\n",
       "      <td>229181400</td>\n",
       "      <td>358404280</td>\n",
       "      <td>491715155</td>\n",
       "      <td>983095640</td>\n",
       "      <td>-2450290515</td>\n",
       "      <td>1530640690</td>\n",
       "      <td>3503591730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-15</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>193581600</td>\n",
       "      <td>916773000</td>\n",
       "      <td>-553186540</td>\n",
       "      <td>381746430</td>\n",
       "      <td>470580000</td>\n",
       "      <td>29794700</td>\n",
       "      <td>-10044460</td>\n",
       "      <td>297328600</td>\n",
       "      <td>-315833455</td>\n",
       "      <td>-9456300</td>\n",
       "      <td>-1026751115</td>\n",
       "      <td>-4840095</td>\n",
       "      <td>-24962920</td>\n",
       "      <td>-99740880</td>\n",
       "      <td>-479222190</td>\n",
       "      <td>291261000</td>\n",
       "      <td>205177500</td>\n",
       "      <td>81742010</td>\n",
       "      <td>117276000</td>\n",
       "      <td>234148535</td>\n",
       "      <td>-12760500</td>\n",
       "      <td>230202800</td>\n",
       "      <td>358594560</td>\n",
       "      <td>-641249341</td>\n",
       "      <td>196394220</td>\n",
       "      <td>296424260</td>\n",
       "      <td>-16170310</td>\n",
       "      <td>-39608520</td>\n",
       "      <td>61896335</td>\n",
       "      <td>810656640</td>\n",
       "      <td>188120070</td>\n",
       "      <td>0</td>\n",
       "      <td>-331813200</td>\n",
       "      <td>105296230</td>\n",
       "      <td>-228712050</td>\n",
       "      <td>-186872064</td>\n",
       "      <td>233118200</td>\n",
       "      <td>10294335</td>\n",
       "      <td>-8655360</td>\n",
       "      <td>727530720</td>\n",
       "      <td>244075000</td>\n",
       "      <td>53202195</td>\n",
       "      <td>283467585</td>\n",
       "      <td>1220349200</td>\n",
       "      <td>-2184155111</td>\n",
       "      <td>1189223950</td>\n",
       "      <td>3254221264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-16</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>168878520</td>\n",
       "      <td>939110970</td>\n",
       "      <td>-241927700</td>\n",
       "      <td>452241920</td>\n",
       "      <td>433044000</td>\n",
       "      <td>2156350</td>\n",
       "      <td>-33396660</td>\n",
       "      <td>334194880</td>\n",
       "      <td>-334375210</td>\n",
       "      <td>-8552090</td>\n",
       "      <td>-843961020</td>\n",
       "      <td>-3832685</td>\n",
       "      <td>-5733400</td>\n",
       "      <td>-116108160</td>\n",
       "      <td>-256406540</td>\n",
       "      <td>540456200</td>\n",
       "      <td>372525800</td>\n",
       "      <td>-42001970</td>\n",
       "      <td>164083920</td>\n",
       "      <td>-27861570</td>\n",
       "      <td>-13117140</td>\n",
       "      <td>290265500</td>\n",
       "      <td>-8016060</td>\n",
       "      <td>-601150770</td>\n",
       "      <td>110212980</td>\n",
       "      <td>316661280</td>\n",
       "      <td>-14062630</td>\n",
       "      <td>-297312510</td>\n",
       "      <td>-43735300</td>\n",
       "      <td>746008680</td>\n",
       "      <td>204427080</td>\n",
       "      <td>0</td>\n",
       "      <td>-328143550</td>\n",
       "      <td>100966470</td>\n",
       "      <td>-201761250</td>\n",
       "      <td>-160309835</td>\n",
       "      <td>243390000</td>\n",
       "      <td>0</td>\n",
       "      <td>-8727840</td>\n",
       "      <td>715507590</td>\n",
       "      <td>285294400</td>\n",
       "      <td>95121440</td>\n",
       "      <td>-738465650</td>\n",
       "      <td>1142381850</td>\n",
       "      <td>-1605980680</td>\n",
       "      <td>1851962460</td>\n",
       "      <td>3573952070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-17</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>187206000</td>\n",
       "      <td>937889145</td>\n",
       "      <td>-235036935</td>\n",
       "      <td>571811400</td>\n",
       "      <td>409200000</td>\n",
       "      <td>4390840</td>\n",
       "      <td>2791500</td>\n",
       "      <td>236575680</td>\n",
       "      <td>-347274885</td>\n",
       "      <td>-8666840</td>\n",
       "      <td>-722188800</td>\n",
       "      <td>-1612650</td>\n",
       "      <td>-10047200</td>\n",
       "      <td>-133973400</td>\n",
       "      <td>-361002870</td>\n",
       "      <td>419446000</td>\n",
       "      <td>580563000</td>\n",
       "      <td>34712640</td>\n",
       "      <td>137563200</td>\n",
       "      <td>-77008110</td>\n",
       "      <td>-13072840</td>\n",
       "      <td>468031830</td>\n",
       "      <td>-31178940</td>\n",
       "      <td>-461707533</td>\n",
       "      <td>175369440</td>\n",
       "      <td>345713640</td>\n",
       "      <td>-20601600</td>\n",
       "      <td>-304105590</td>\n",
       "      <td>9160510</td>\n",
       "      <td>504790380</td>\n",
       "      <td>124943720</td>\n",
       "      <td>0</td>\n",
       "      <td>-351637000</td>\n",
       "      <td>89504640</td>\n",
       "      <td>-203362060</td>\n",
       "      <td>-164233940</td>\n",
       "      <td>300732240</td>\n",
       "      <td>0</td>\n",
       "      <td>-8700480</td>\n",
       "      <td>548472090</td>\n",
       "      <td>269435700</td>\n",
       "      <td>94754205</td>\n",
       "      <td>-751977630</td>\n",
       "      <td>1069555170</td>\n",
       "      <td>-1344780663</td>\n",
       "      <td>1550795410</td>\n",
       "      <td>3521238414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-18</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>155367810</td>\n",
       "      <td>838378275</td>\n",
       "      <td>-274695900</td>\n",
       "      <td>504127800</td>\n",
       "      <td>490325000</td>\n",
       "      <td>39179380</td>\n",
       "      <td>3500160</td>\n",
       "      <td>269601030</td>\n",
       "      <td>-396838560</td>\n",
       "      <td>-77540400</td>\n",
       "      <td>-699402070</td>\n",
       "      <td>-4046790</td>\n",
       "      <td>-13254360</td>\n",
       "      <td>-133129070</td>\n",
       "      <td>-452272590</td>\n",
       "      <td>475640000</td>\n",
       "      <td>-222998400</td>\n",
       "      <td>21501870</td>\n",
       "      <td>110280420</td>\n",
       "      <td>-131362000</td>\n",
       "      <td>-13885560</td>\n",
       "      <td>531343800</td>\n",
       "      <td>54200850</td>\n",
       "      <td>-791399640</td>\n",
       "      <td>71327400</td>\n",
       "      <td>227004180</td>\n",
       "      <td>-17390835</td>\n",
       "      <td>-294627000</td>\n",
       "      <td>-111350560</td>\n",
       "      <td>-324755280</td>\n",
       "      <td>83399360</td>\n",
       "      <td>0</td>\n",
       "      <td>-363994930</td>\n",
       "      <td>92781000</td>\n",
       "      <td>-151489205</td>\n",
       "      <td>-196260120</td>\n",
       "      <td>263717200</td>\n",
       "      <td>0</td>\n",
       "      <td>-8693640</td>\n",
       "      <td>267994380</td>\n",
       "      <td>49476000</td>\n",
       "      <td>517954950</td>\n",
       "      <td>-843633480</td>\n",
       "      <td>566325960</td>\n",
       "      <td>-1264933495</td>\n",
       "      <td>-364629850</td>\n",
       "      <td>-1519156910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-19</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>160516100</td>\n",
       "      <td>938740800</td>\n",
       "      <td>-299647425</td>\n",
       "      <td>326039200</td>\n",
       "      <td>710148000</td>\n",
       "      <td>38486920</td>\n",
       "      <td>24447360</td>\n",
       "      <td>53427180</td>\n",
       "      <td>-400620825</td>\n",
       "      <td>-84894480</td>\n",
       "      <td>-554843360</td>\n",
       "      <td>-726000</td>\n",
       "      <td>-3694200</td>\n",
       "      <td>1835920</td>\n",
       "      <td>-465404460</td>\n",
       "      <td>593387100</td>\n",
       "      <td>244268900</td>\n",
       "      <td>34528110</td>\n",
       "      <td>125202000</td>\n",
       "      <td>-215171850</td>\n",
       "      <td>-11943600</td>\n",
       "      <td>598027800</td>\n",
       "      <td>-182609910</td>\n",
       "      <td>-767082704</td>\n",
       "      <td>70861280</td>\n",
       "      <td>272122950</td>\n",
       "      <td>-32822120</td>\n",
       "      <td>-392574520</td>\n",
       "      <td>-68000610</td>\n",
       "      <td>-595969500</td>\n",
       "      <td>133142990</td>\n",
       "      <td>0</td>\n",
       "      <td>-343491690</td>\n",
       "      <td>124327500</td>\n",
       "      <td>-118023385</td>\n",
       "      <td>-176252400</td>\n",
       "      <td>309898170</td>\n",
       "      <td>0</td>\n",
       "      <td>-7536160</td>\n",
       "      <td>0</td>\n",
       "      <td>-19553400</td>\n",
       "      <td>388543855</td>\n",
       "      <td>-1177401220</td>\n",
       "      <td>342984230</td>\n",
       "      <td>-1265851754</td>\n",
       "      <td>-118069360</td>\n",
       "      <td>-1811248568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-22</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>153201450</td>\n",
       "      <td>877866660</td>\n",
       "      <td>-276051080</td>\n",
       "      <td>418478550</td>\n",
       "      <td>560004000</td>\n",
       "      <td>41864400</td>\n",
       "      <td>-64108700</td>\n",
       "      <td>140675900</td>\n",
       "      <td>-236703075</td>\n",
       "      <td>-79764720</td>\n",
       "      <td>-510049875</td>\n",
       "      <td>-1096920</td>\n",
       "      <td>6350400</td>\n",
       "      <td>40085600</td>\n",
       "      <td>-595300680</td>\n",
       "      <td>530759600</td>\n",
       "      <td>-816936200</td>\n",
       "      <td>6705030</td>\n",
       "      <td>153326400</td>\n",
       "      <td>-240894970</td>\n",
       "      <td>-11924000</td>\n",
       "      <td>147161500</td>\n",
       "      <td>-249712680</td>\n",
       "      <td>-660347730</td>\n",
       "      <td>91488940</td>\n",
       "      <td>320223780</td>\n",
       "      <td>-1742870</td>\n",
       "      <td>-437212170</td>\n",
       "      <td>-94995800</td>\n",
       "      <td>-298030630</td>\n",
       "      <td>18342660</td>\n",
       "      <td>0</td>\n",
       "      <td>-354203970</td>\n",
       "      <td>122069740</td>\n",
       "      <td>-111920900</td>\n",
       "      <td>-148304520</td>\n",
       "      <td>346303120</td>\n",
       "      <td>0</td>\n",
       "      <td>-7553920</td>\n",
       "      <td>0</td>\n",
       "      <td>-3487000</td>\n",
       "      <td>114311780</td>\n",
       "      <td>-1441128290</td>\n",
       "      <td>411712720</td>\n",
       "      <td>-1333879775</td>\n",
       "      <td>-1029668510</td>\n",
       "      <td>-4504086755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-23</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>149449740</td>\n",
       "      <td>885978945</td>\n",
       "      <td>-311066720</td>\n",
       "      <td>284396640</td>\n",
       "      <td>536826000</td>\n",
       "      <td>39349800</td>\n",
       "      <td>27359640</td>\n",
       "      <td>-19210</td>\n",
       "      <td>-322178710</td>\n",
       "      <td>-36773580</td>\n",
       "      <td>-544783365</td>\n",
       "      <td>-1951440</td>\n",
       "      <td>6779660</td>\n",
       "      <td>52016430</td>\n",
       "      <td>-623568540</td>\n",
       "      <td>444938700</td>\n",
       "      <td>-511315200</td>\n",
       "      <td>-70777480</td>\n",
       "      <td>125322120</td>\n",
       "      <td>-121563130</td>\n",
       "      <td>-11655360</td>\n",
       "      <td>-347238320</td>\n",
       "      <td>-196640290</td>\n",
       "      <td>-665177604</td>\n",
       "      <td>-10177920</td>\n",
       "      <td>310126050</td>\n",
       "      <td>-28832735</td>\n",
       "      <td>-415433070</td>\n",
       "      <td>-123323800</td>\n",
       "      <td>-262612620</td>\n",
       "      <td>52140600</td>\n",
       "      <td>0</td>\n",
       "      <td>-397962585</td>\n",
       "      <td>68986000</td>\n",
       "      <td>-158409690</td>\n",
       "      <td>-135231510</td>\n",
       "      <td>328676000</td>\n",
       "      <td>0</td>\n",
       "      <td>-7485240</td>\n",
       "      <td>-315275850</td>\n",
       "      <td>269918400</td>\n",
       "      <td>23232020</td>\n",
       "      <td>-1227563235</td>\n",
       "      <td>-15327720</td>\n",
       "      <td>-1526628404</td>\n",
       "      <td>-557317140</td>\n",
       "      <td>-5340793723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-24</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>176057460</td>\n",
       "      <td>856753710</td>\n",
       "      <td>-295732125</td>\n",
       "      <td>467920280</td>\n",
       "      <td>339994000</td>\n",
       "      <td>35672010</td>\n",
       "      <td>353700</td>\n",
       "      <td>0</td>\n",
       "      <td>-350325250</td>\n",
       "      <td>-84718540</td>\n",
       "      <td>-624533250</td>\n",
       "      <td>0</td>\n",
       "      <td>689520</td>\n",
       "      <td>-36944640</td>\n",
       "      <td>-496130250</td>\n",
       "      <td>844658000</td>\n",
       "      <td>-366016000</td>\n",
       "      <td>-5324800</td>\n",
       "      <td>141083040</td>\n",
       "      <td>220899510</td>\n",
       "      <td>-13851320</td>\n",
       "      <td>-14994000</td>\n",
       "      <td>57168060</td>\n",
       "      <td>-651296997</td>\n",
       "      <td>-357413800</td>\n",
       "      <td>244855530</td>\n",
       "      <td>-28453265</td>\n",
       "      <td>-445326825</td>\n",
       "      <td>-96544990</td>\n",
       "      <td>-401589300</td>\n",
       "      <td>99428240</td>\n",
       "      <td>0</td>\n",
       "      <td>-397816320</td>\n",
       "      <td>79086450</td>\n",
       "      <td>-33386800</td>\n",
       "      <td>-145173970</td>\n",
       "      <td>310999200</td>\n",
       "      <td>-49729500</td>\n",
       "      <td>-7482300</td>\n",
       "      <td>-340102000</td>\n",
       "      <td>89843400</td>\n",
       "      <td>362218080</td>\n",
       "      <td>-710996365</td>\n",
       "      <td>-452660270</td>\n",
       "      <td>-1237797557</td>\n",
       "      <td>-188151110</td>\n",
       "      <td>-3504811354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-25</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>51150000</td>\n",
       "      <td>916528470</td>\n",
       "      <td>-273846560</td>\n",
       "      <td>475230600</td>\n",
       "      <td>550746000</td>\n",
       "      <td>39718760</td>\n",
       "      <td>-161448780</td>\n",
       "      <td>0</td>\n",
       "      <td>-343614150</td>\n",
       "      <td>-29439360</td>\n",
       "      <td>-573564675</td>\n",
       "      <td>-1084365</td>\n",
       "      <td>-3690400</td>\n",
       "      <td>6202870</td>\n",
       "      <td>-363580280</td>\n",
       "      <td>874554800</td>\n",
       "      <td>-59386800</td>\n",
       "      <td>-62267100</td>\n",
       "      <td>174901140</td>\n",
       "      <td>105092520</td>\n",
       "      <td>-16454800</td>\n",
       "      <td>234289920</td>\n",
       "      <td>-415201290</td>\n",
       "      <td>-540060669</td>\n",
       "      <td>-343868700</td>\n",
       "      <td>243949440</td>\n",
       "      <td>18519135</td>\n",
       "      <td>-524932320</td>\n",
       "      <td>-217382200</td>\n",
       "      <td>-433430760</td>\n",
       "      <td>43107750</td>\n",
       "      <td>0</td>\n",
       "      <td>-373318260</td>\n",
       "      <td>122542875</td>\n",
       "      <td>-18247550</td>\n",
       "      <td>-158081800</td>\n",
       "      <td>306958230</td>\n",
       "      <td>-45130270</td>\n",
       "      <td>-7485240</td>\n",
       "      <td>-389150720</td>\n",
       "      <td>27029100</td>\n",
       "      <td>86737840</td>\n",
       "      <td>-1632320600</td>\n",
       "      <td>-489069980</td>\n",
       "      <td>-1282214929</td>\n",
       "      <td>220087200</td>\n",
       "      <td>-4260925908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-26</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>76864210</td>\n",
       "      <td>888740400</td>\n",
       "      <td>-228677780</td>\n",
       "      <td>574790880</td>\n",
       "      <td>590922000</td>\n",
       "      <td>39182640</td>\n",
       "      <td>-129564480</td>\n",
       "      <td>197067600</td>\n",
       "      <td>-293492910</td>\n",
       "      <td>-86231310</td>\n",
       "      <td>-786436830</td>\n",
       "      <td>239400</td>\n",
       "      <td>929600</td>\n",
       "      <td>14056640</td>\n",
       "      <td>-434316550</td>\n",
       "      <td>798841200</td>\n",
       "      <td>-459539200</td>\n",
       "      <td>37212480</td>\n",
       "      <td>62470800</td>\n",
       "      <td>60911250</td>\n",
       "      <td>-11801400</td>\n",
       "      <td>270104460</td>\n",
       "      <td>-484156960</td>\n",
       "      <td>-758529751</td>\n",
       "      <td>-332046000</td>\n",
       "      <td>252194540</td>\n",
       "      <td>11006905</td>\n",
       "      <td>-455581300</td>\n",
       "      <td>-92747200</td>\n",
       "      <td>-193253940</td>\n",
       "      <td>160261680</td>\n",
       "      <td>0</td>\n",
       "      <td>-385284375</td>\n",
       "      <td>135746875</td>\n",
       "      <td>-55717245</td>\n",
       "      <td>-149877272</td>\n",
       "      <td>299326080</td>\n",
       "      <td>-43697100</td>\n",
       "      <td>-7392100</td>\n",
       "      <td>-383878990</td>\n",
       "      <td>208771000</td>\n",
       "      <td>56707145</td>\n",
       "      <td>-1530120165</td>\n",
       "      <td>-463730450</td>\n",
       "      <td>-1705930311</td>\n",
       "      <td>-17026690</td>\n",
       "      <td>-4752682524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-29</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>120083600</td>\n",
       "      <td>893236740</td>\n",
       "      <td>-189387255</td>\n",
       "      <td>421092270</td>\n",
       "      <td>554610000</td>\n",
       "      <td>36307440</td>\n",
       "      <td>-86742350</td>\n",
       "      <td>259017440</td>\n",
       "      <td>-431798400</td>\n",
       "      <td>-88196990</td>\n",
       "      <td>-788886200</td>\n",
       "      <td>-927880</td>\n",
       "      <td>2558860</td>\n",
       "      <td>26665100</td>\n",
       "      <td>-614888900</td>\n",
       "      <td>972721800</td>\n",
       "      <td>-757286400</td>\n",
       "      <td>38578540</td>\n",
       "      <td>3160080</td>\n",
       "      <td>51989655</td>\n",
       "      <td>-5721880</td>\n",
       "      <td>-339405440</td>\n",
       "      <td>-730791660</td>\n",
       "      <td>-502494517</td>\n",
       "      <td>-308148480</td>\n",
       "      <td>338415840</td>\n",
       "      <td>67627200</td>\n",
       "      <td>-596866725</td>\n",
       "      <td>54175770</td>\n",
       "      <td>-299502140</td>\n",
       "      <td>153736840</td>\n",
       "      <td>0</td>\n",
       "      <td>-423710270</td>\n",
       "      <td>126390360</td>\n",
       "      <td>-159291970</td>\n",
       "      <td>-179762625</td>\n",
       "      <td>312148800</td>\n",
       "      <td>0</td>\n",
       "      <td>-7441400</td>\n",
       "      <td>-335013300</td>\n",
       "      <td>212308200</td>\n",
       "      <td>94369740</td>\n",
       "      <td>-1731945580</td>\n",
       "      <td>-304745940</td>\n",
       "      <td>-1318771032</td>\n",
       "      <td>-483487360</td>\n",
       "      <td>-5946020419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-30</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>46107530</td>\n",
       "      <td>843979620</td>\n",
       "      <td>-243479010</td>\n",
       "      <td>548611460</td>\n",
       "      <td>423116000</td>\n",
       "      <td>25594170</td>\n",
       "      <td>62609980</td>\n",
       "      <td>261643410</td>\n",
       "      <td>-197506320</td>\n",
       "      <td>-86174650</td>\n",
       "      <td>-572562000</td>\n",
       "      <td>-116635</td>\n",
       "      <td>2545920</td>\n",
       "      <td>31442530</td>\n",
       "      <td>-587367000</td>\n",
       "      <td>949516200</td>\n",
       "      <td>-421744200</td>\n",
       "      <td>23026400</td>\n",
       "      <td>21297600</td>\n",
       "      <td>-292469815</td>\n",
       "      <td>-6696000</td>\n",
       "      <td>-344551550</td>\n",
       "      <td>-683507840</td>\n",
       "      <td>-598071360</td>\n",
       "      <td>-304161150</td>\n",
       "      <td>313098540</td>\n",
       "      <td>45768280</td>\n",
       "      <td>-419785150</td>\n",
       "      <td>8537430</td>\n",
       "      <td>-230359000</td>\n",
       "      <td>41248240</td>\n",
       "      <td>0</td>\n",
       "      <td>-367479000</td>\n",
       "      <td>85004010</td>\n",
       "      <td>-26341830</td>\n",
       "      <td>-161548629</td>\n",
       "      <td>291236400</td>\n",
       "      <td>-53746605</td>\n",
       "      <td>-7424000</td>\n",
       "      <td>-399665750</td>\n",
       "      <td>200591300</td>\n",
       "      <td>-14447125</td>\n",
       "      <td>-1745841000</td>\n",
       "      <td>-390728360</td>\n",
       "      <td>-1382791215</td>\n",
       "      <td>-68065100</td>\n",
       "      <td>-5381655274</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "variety                  A         AG         AL         AP         AU  \\\n",
       "date       会员简称                                                          \n",
       "2018-10-08 海通期货  134448480  905489640 -402878175  472389120  450844000   \n",
       "2018-10-09 海通期货  163468770  959537985 -480253215  403194470  614524000   \n",
       "2018-10-10 海通期货  175314870  964219260 -530185175  568091260  591476000   \n",
       "2018-10-11 海通期货  184134280  905815500 -538838400  484780560  578880000   \n",
       "2018-10-12 海通期货  108960820  927682380 -516881540  571339170  294567000   \n",
       "2018-10-15 海通期货  193581600  916773000 -553186540  381746430  470580000   \n",
       "2018-10-16 海通期货  168878520  939110970 -241927700  452241920  433044000   \n",
       "2018-10-17 海通期货  187206000  937889145 -235036935  571811400  409200000   \n",
       "2018-10-18 海通期货  155367810  838378275 -274695900  504127800  490325000   \n",
       "2018-10-19 海通期货  160516100  938740800 -299647425  326039200  710148000   \n",
       "2018-10-22 海通期货  153201450  877866660 -276051080  418478550  560004000   \n",
       "2018-10-23 海通期货  149449740  885978945 -311066720  284396640  536826000   \n",
       "2018-10-24 海通期货  176057460  856753710 -295732125  467920280  339994000   \n",
       "2018-10-25 海通期货   51150000  916528470 -273846560  475230600  550746000   \n",
       "2018-10-26 海通期货   76864210  888740400 -228677780  574790880  590922000   \n",
       "2018-10-29 海通期货  120083600  893236740 -189387255  421092270  554610000   \n",
       "2018-10-30 海通期货   46107530  843979620 -243479010  548611460  423116000   \n",
       "\n",
       "variety                 B         BU          C         CF        CS  \\\n",
       "date       会员简称                                                        \n",
       "2018-10-08 海通期货   3549000   35965300  211394000 -170818530         0   \n",
       "2018-10-09 海通期货   1894220  125583480  239016800 -285894000         0   \n",
       "2018-10-10 海通期货   3772540   -2016650  253350000 -307502375  54195840   \n",
       "2018-10-11 海通期货   2897880  -69359490  305634940 -357367200         0   \n",
       "2018-10-12 海通期货  30548280    7478420  272042000 -168814240  -9547810   \n",
       "2018-10-15 海通期货  29794700  -10044460  297328600 -315833455  -9456300   \n",
       "2018-10-16 海通期货   2156350  -33396660  334194880 -334375210  -8552090   \n",
       "2018-10-17 海通期货   4390840    2791500  236575680 -347274885  -8666840   \n",
       "2018-10-18 海通期货  39179380    3500160  269601030 -396838560 -77540400   \n",
       "2018-10-19 海通期货  38486920   24447360   53427180 -400620825 -84894480   \n",
       "2018-10-22 海通期货  41864400  -64108700  140675900 -236703075 -79764720   \n",
       "2018-10-23 海通期货  39349800   27359640     -19210 -322178710 -36773580   \n",
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       "\n",
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       "date       会员简称                                                        \n",
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       "date       会员简称                                                         \n",
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       "\n",
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       "date       会员简称                                                           \n",
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       "2018-10-30 海通期货  -6696000  -344551550 -683507840  -598071360 -304161150   \n",
       "\n",
       "variety                  P        PB         PP        PTA          RB  \\\n",
       "date       会员简称                                                          \n",
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       "\n",
       "variety                 RM      RS         RU         SF         SM  \\\n",
       "date       会员简称                                                       \n",
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       "2018-10-30 海通期货   41248240       0 -367479000   85004010  -26341830   \n",
       "\n",
       "variety                 SN         SR          V       WH          Y  \\\n",
       "date       会员简称                                                        \n",
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       "2018-10-16 海通期货 -160309835  243390000          0 -8727840  715507590   \n",
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       "2018-10-18 海通期货 -196260120  263717200          0 -8693640  267994380   \n",
       "2018-10-19 海通期货 -176252400  309898170          0 -7536160          0   \n",
       "2018-10-22 海通期货 -148304520  346303120          0 -7553920          0   \n",
       "2018-10-23 海通期货 -135231510  328676000          0 -7485240 -315275850   \n",
       "2018-10-24 海通期货 -145173970  310999200  -49729500 -7482300 -340102000   \n",
       "2018-10-25 海通期货 -158081800  306958230  -45130270 -7485240 -389150720   \n",
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       "2018-10-29 海通期货 -179762625  312148800          0 -7441400 -335013300   \n",
       "2018-10-30 海通期货 -161548629  291236400  -53746605 -7424000 -399665750   \n",
       "\n",
       "variety                 ZC         ZN        化工板块        油脂板块        有色板块  \\\n",
       "date       会员简称                                                             \n",
       "2018-10-08 海通期货  249677300 -267984640  -529908625   238604020 -3091550351   \n",
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       "2018-10-18 海通期货   49476000  517954950  -843633480   566325960 -1264933495   \n",
       "2018-10-19 海通期货  -19553400  388543855 -1177401220   342984230 -1265851754   \n",
       "2018-10-22 海通期货   -3487000  114311780 -1441128290   411712720 -1333879775   \n",
       "2018-10-23 海通期货  269918400   23232020 -1227563235   -15327720 -1526628404   \n",
       "2018-10-24 海通期货   89843400  362218080  -710996365  -452660270 -1237797557   \n",
       "2018-10-25 海通期货   27029100   86737840 -1632320600  -489069980 -1282214929   \n",
       "2018-10-26 海通期货  208771000   56707145 -1530120165  -463730450 -1705930311   \n",
       "2018-10-29 海通期货  212308200   94369740 -1731945580  -304745940 -1318771032   \n",
       "2018-10-30 海通期货  200591300  -14447125 -1745841000  -390728360 -1382791215   \n",
       "\n",
       "variety                黑色板块        商品板块  \n",
       "date       会员简称                          \n",
       "2018-10-08 海通期货 -1189319180 -6061735113  \n",
       "2018-10-09 海通期货  -686467350 -2358525147  \n",
       "2018-10-10 海通期货   -29485050    67978041  \n",
       "2018-10-11 海通期货   935976790  1287258179  \n",
       "2018-10-12 海通期货  1530640690  3503591730  \n",
       "2018-10-15 海通期货  1189223950  3254221264  \n",
       "2018-10-16 海通期货  1851962460  3573952070  \n",
       "2018-10-17 海通期货  1550795410  3521238414  \n",
       "2018-10-18 海通期货  -364629850 -1519156910  \n",
       "2018-10-19 海通期货  -118069360 -1811248568  \n",
       "2018-10-22 海通期货 -1029668510 -4504086755  \n",
       "2018-10-23 海通期货  -557317140 -5340793723  \n",
       "2018-10-24 海通期货  -188151110 -3504811354  \n",
       "2018-10-25 海通期货   220087200 -4260925908  \n",
       "2018-10-26 海通期货   -17026690 -4752682524  \n",
       "2018-10-29 海通期货  -483487360 -5946020419  \n",
       "2018-10-30 海通期货   -68065100 -5381655274  "
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "sz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "      <th>永安期货</th>\n",
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       "      <th>永安期货</th>\n",
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       "      <th>2018-10-12</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-472830480</td>\n",
       "      <td>-82523400</td>\n",
       "      <td>33173070</td>\n",
       "      <td>-1148020825</td>\n",
       "      <td>1237838000</td>\n",
       "      <td>904137220</td>\n",
       "      <td>-326165760</td>\n",
       "      <td>27193400170</td>\n",
       "      <td>145607825</td>\n",
       "      <td>1237838000</td>\n",
       "      <td>-1148020825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-15</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-476186200</td>\n",
       "      <td>-4008960</td>\n",
       "      <td>-45108510</td>\n",
       "      <td>-1083370275</td>\n",
       "      <td>1154693400</td>\n",
       "      <td>895935960</td>\n",
       "      <td>-332043055</td>\n",
       "      <td>23237122047</td>\n",
       "      <td>109912360</td>\n",
       "      <td>1154693400</td>\n",
       "      <td>-1083370275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-16</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-488030130</td>\n",
       "      <td>53462760</td>\n",
       "      <td>-291993740</td>\n",
       "      <td>-1628307075</td>\n",
       "      <td>997166115</td>\n",
       "      <td>918940880</td>\n",
       "      <td>-823705700</td>\n",
       "      <td>10994263454</td>\n",
       "      <td>-1262466890</td>\n",
       "      <td>997166115</td>\n",
       "      <td>-1628307075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-17</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-505693350</td>\n",
       "      <td>230278260</td>\n",
       "      <td>-376187500</td>\n",
       "      <td>-1477236375</td>\n",
       "      <td>1077053315</td>\n",
       "      <td>959047740</td>\n",
       "      <td>-1013318305</td>\n",
       "      <td>9519009777</td>\n",
       "      <td>-1106056215</td>\n",
       "      <td>1077053315</td>\n",
       "      <td>-1477236375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-18</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-497023120</td>\n",
       "      <td>349181800</td>\n",
       "      <td>-443329485</td>\n",
       "      <td>-1086879805</td>\n",
       "      <td>1011279000</td>\n",
       "      <td>666707560</td>\n",
       "      <td>-979962060</td>\n",
       "      <td>-5598760213</td>\n",
       "      <td>-980026110</td>\n",
       "      <td>1011279000</td>\n",
       "      <td>-1086879805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-19</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-470938370</td>\n",
       "      <td>193628610</td>\n",
       "      <td>-508362965</td>\n",
       "      <td>-593682750</td>\n",
       "      <td>817380200</td>\n",
       "      <td>566982300</td>\n",
       "      <td>-1239571920</td>\n",
       "      <td>-4517753339</td>\n",
       "      <td>-1234564895</td>\n",
       "      <td>817380200</td>\n",
       "      <td>-593682750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-22</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-472775835</td>\n",
       "      <td>-148215060</td>\n",
       "      <td>-484191140</td>\n",
       "      <td>-458425860</td>\n",
       "      <td>484690640</td>\n",
       "      <td>521020250</td>\n",
       "      <td>-1277866860</td>\n",
       "      <td>-9868481250</td>\n",
       "      <td>-1835763865</td>\n",
       "      <td>521020250</td>\n",
       "      <td>-484191140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-23</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-497647695</td>\n",
       "      <td>-164358040</td>\n",
       "      <td>-473864535</td>\n",
       "      <td>-305763930</td>\n",
       "      <td>455941170</td>\n",
       "      <td>517951280</td>\n",
       "      <td>-1180598100</td>\n",
       "      <td>-9345256735</td>\n",
       "      <td>-1648339850</td>\n",
       "      <td>517951280</td>\n",
       "      <td>-497647695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-24</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-524617280</td>\n",
       "      <td>-190939980</td>\n",
       "      <td>-493360500</td>\n",
       "      <td>-324783000</td>\n",
       "      <td>544797255</td>\n",
       "      <td>54823500</td>\n",
       "      <td>-1286001350</td>\n",
       "      <td>-2499692502</td>\n",
       "      <td>-2220081355</td>\n",
       "      <td>544797255</td>\n",
       "      <td>-524617280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-25</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-561306240</td>\n",
       "      <td>-218870070</td>\n",
       "      <td>-522537420</td>\n",
       "      <td>-301711240</td>\n",
       "      <td>314187720</td>\n",
       "      <td>-2749990</td>\n",
       "      <td>-1620948855</td>\n",
       "      <td>-12125751900</td>\n",
       "      <td>-2913936095</td>\n",
       "      <td>314187720</td>\n",
       "      <td>-561306240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-26</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-490615625</td>\n",
       "      <td>-273350700</td>\n",
       "      <td>-489594425</td>\n",
       "      <td>-439745000</td>\n",
       "      <td>585240300</td>\n",
       "      <td>-46367160</td>\n",
       "      <td>-1381845400</td>\n",
       "      <td>-15625634734</td>\n",
       "      <td>-2536278010</td>\n",
       "      <td>585240300</td>\n",
       "      <td>-490615625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-29</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-412209400</td>\n",
       "      <td>-519607560</td>\n",
       "      <td>-187190700</td>\n",
       "      <td>-470417370</td>\n",
       "      <td>623199795</td>\n",
       "      <td>-22315030</td>\n",
       "      <td>-618281840</td>\n",
       "      <td>-15009589483</td>\n",
       "      <td>-1606822105</td>\n",
       "      <td>623199795</td>\n",
       "      <td>-519607560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-30</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-431148000</td>\n",
       "      <td>-418803840</td>\n",
       "      <td>-66137385</td>\n",
       "      <td>-544989440</td>\n",
       "      <td>641772900</td>\n",
       "      <td>-142223440</td>\n",
       "      <td>-487639955</td>\n",
       "      <td>-20749861979</td>\n",
       "      <td>-1449169160</td>\n",
       "      <td>641772900</td>\n",
       "      <td>-544989440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-31</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-445790785</td>\n",
       "      <td>-519406740</td>\n",
       "      <td>-97349340</td>\n",
       "      <td>-1169234390</td>\n",
       "      <td>1069897200</td>\n",
       "      <td>-132887080</td>\n",
       "      <td>-837259740</td>\n",
       "      <td>-26861527904</td>\n",
       "      <td>-2132030875</td>\n",
       "      <td>1069897200</td>\n",
       "      <td>-1169234390</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "variety                 RU         MA          V           L          PP  \\\n",
       "date       会员简称                                                            \n",
       "2018-10-08 永安期货 -337115550 -501839020 -114983970 -1243328760  1800619800   \n",
       "2018-10-09 永安期货 -410841525 -116997640 -241230000  -995280840  1937440470   \n",
       "2018-10-10 永安期货 -482017250 -187743040 -110201580 -1230998825  1913072200   \n",
       "2018-10-11 永安期货 -462274540 -167681800  -58033885 -1132760475  1705634960   \n",
       "2018-10-12 永安期货 -472830480  -82523400   33173070 -1148020825  1237838000   \n",
       "2018-10-15 永安期货 -476186200   -4008960  -45108510 -1083370275  1154693400   \n",
       "2018-10-16 永安期货 -488030130   53462760 -291993740 -1628307075   997166115   \n",
       "2018-10-17 永安期货 -505693350  230278260 -376187500 -1477236375  1077053315   \n",
       "2018-10-18 永安期货 -497023120  349181800 -443329485 -1086879805  1011279000   \n",
       "2018-10-19 永安期货 -470938370  193628610 -508362965  -593682750   817380200   \n",
       "2018-10-22 永安期货 -472775835 -148215060 -484191140  -458425860   484690640   \n",
       "2018-10-23 永安期货 -497647695 -164358040 -473864535  -305763930   455941170   \n",
       "2018-10-24 永安期货 -524617280 -190939980 -493360500  -324783000   544797255   \n",
       "2018-10-25 永安期货 -561306240 -218870070 -522537420  -301711240   314187720   \n",
       "2018-10-26 永安期货 -490615625 -273350700 -489594425  -439745000   585240300   \n",
       "2018-10-29 永安期货 -412209400 -519607560 -187190700  -470417370   623199795   \n",
       "2018-10-30 永安期货 -431148000 -418803840  -66137385  -544989440   641772900   \n",
       "2018-10-31 永安期货 -445790785 -519406740  -97349340 -1169234390  1069897200   \n",
       "\n",
       "variety                 BU         PTA         商品板块        化工板块         max  \\\n",
       "date       会员简称                                                               \n",
       "2018-10-08 永安期货  636642300  -589055610  23686619455  -349060810  1800619800   \n",
       "2018-10-09 永安期货  846910080  -334422540  29042492438   685578005  1937440470   \n",
       "2018-10-10 永安期货  784514900  -147791000  32210429083   538835405  1913072200   \n",
       "2018-10-11 永安期货  891174510  -140960085  28284678392   635098685  1705634960   \n",
       "2018-10-12 永安期货  904137220  -326165760  27193400170   145607825  1237838000   \n",
       "2018-10-15 永安期货  895935960  -332043055  23237122047   109912360  1154693400   \n",
       "2018-10-16 永安期货  918940880  -823705700  10994263454 -1262466890   997166115   \n",
       "2018-10-17 永安期货  959047740 -1013318305   9519009777 -1106056215  1077053315   \n",
       "2018-10-18 永安期货  666707560  -979962060  -5598760213  -980026110  1011279000   \n",
       "2018-10-19 永安期货  566982300 -1239571920  -4517753339 -1234564895   817380200   \n",
       "2018-10-22 永安期货  521020250 -1277866860  -9868481250 -1835763865   521020250   \n",
       "2018-10-23 永安期货  517951280 -1180598100  -9345256735 -1648339850   517951280   \n",
       "2018-10-24 永安期货   54823500 -1286001350  -2499692502 -2220081355   544797255   \n",
       "2018-10-25 永安期货   -2749990 -1620948855 -12125751900 -2913936095   314187720   \n",
       "2018-10-26 永安期货  -46367160 -1381845400 -15625634734 -2536278010   585240300   \n",
       "2018-10-29 永安期货  -22315030  -618281840 -15009589483 -1606822105   623199795   \n",
       "2018-10-30 永安期货 -142223440  -487639955 -20749861979 -1449169160   641772900   \n",
       "2018-10-31 永安期货 -132887080  -837259740 -26861527904 -2132030875  1069897200   \n",
       "\n",
       "variety                 min  \n",
       "date       会员简称              \n",
       "2018-10-08 永安期货 -1243328760  \n",
       "2018-10-09 永安期货  -995280840  \n",
       "2018-10-10 永安期货 -1230998825  \n",
       "2018-10-11 永安期货 -1132760475  \n",
       "2018-10-12 永安期货 -1148020825  \n",
       "2018-10-15 永安期货 -1083370275  \n",
       "2018-10-16 永安期货 -1628307075  \n",
       "2018-10-17 永安期货 -1477236375  \n",
       "2018-10-18 永安期货 -1086879805  \n",
       "2018-10-19 永安期货  -593682750  \n",
       "2018-10-22 永安期货  -484191140  \n",
       "2018-10-23 永安期货  -497647695  \n",
       "2018-10-24 永安期货  -524617280  \n",
       "2018-10-25 永安期货  -561306240  \n",
       "2018-10-26 永安期货  -490615625  \n",
       "2018-10-29 永安期货  -519607560  \n",
       "2018-10-30 永安期货  -544989440  \n",
       "2018-10-31 永安期货 -1169234390  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chemical=sz.copy()\n",
    "chemical=chemical[['RU','MA','V','L','PP','BU','PTA','商品板块','化工板块']]\n",
    "chemical['max']=chemical[['RU','MA','V','L','PP','BU','PTA']].max(axis=1)\n",
    "chemical['min']=chemical[['RU','MA','V','L','PP','BU']].min(axis=1)\n",
    "chemical\n",
    "\n",
    "# sz.plot(figsize=(20,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>variety</th>\n",
       "      <th>Y</th>\n",
       "      <th>P</th>\n",
       "      <th>OI</th>\n",
       "      <th>油脂板块</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th>会员简称</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-10-22</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>0</td>\n",
       "      <td>320223780</td>\n",
       "      <td>91488940</td>\n",
       "      <td>411712720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-23</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-315275850</td>\n",
       "      <td>310126050</td>\n",
       "      <td>-10177920</td>\n",
       "      <td>-15327720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-24</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-340102000</td>\n",
       "      <td>244855530</td>\n",
       "      <td>-357413800</td>\n",
       "      <td>-452660270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-25</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-389150720</td>\n",
       "      <td>243949440</td>\n",
       "      <td>-343868700</td>\n",
       "      <td>-489069980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-26</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-383878990</td>\n",
       "      <td>252194540</td>\n",
       "      <td>-332046000</td>\n",
       "      <td>-463730450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-29</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-335013300</td>\n",
       "      <td>338415840</td>\n",
       "      <td>-308148480</td>\n",
       "      <td>-304745940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-30</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-399665750</td>\n",
       "      <td>313098540</td>\n",
       "      <td>-304161150</td>\n",
       "      <td>-390728360</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "variety                  Y          P         OI       油脂板块\n",
       "date       会员简称                                            \n",
       "2018-10-22 海通期货          0  320223780   91488940  411712720\n",
       "2018-10-23 海通期货 -315275850  310126050  -10177920  -15327720\n",
       "2018-10-24 海通期货 -340102000  244855530 -357413800 -452660270\n",
       "2018-10-25 海通期货 -389150720  243949440 -343868700 -489069980\n",
       "2018-10-26 海通期货 -383878990  252194540 -332046000 -463730450\n",
       "2018-10-29 海通期货 -335013300  338415840 -308148480 -304745940\n",
       "2018-10-30 海通期货 -399665750  313098540 -304161150 -390728360"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oil=sz.copy()\n",
    "oil=oil[['Y','P','OI','油脂板块']]\n",
    "oil['2018-10-21':]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>variety</th>\n",
       "      <th>CU</th>\n",
       "      <th>AL</th>\n",
       "      <th>ZN</th>\n",
       "      <th>NI</th>\n",
       "      <th>PB</th>\n",
       "      <th>有色板块</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th>会员简称</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-10-08</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-1555006440</td>\n",
       "      <td>-402878175</td>\n",
       "      <td>-267984640</td>\n",
       "      <td>-857560846</td>\n",
       "      <td>-8120250</td>\n",
       "      <td>-3091550351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-09</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-1390213210</td>\n",
       "      <td>-480253215</td>\n",
       "      <td>-181905840</td>\n",
       "      <td>-1099504645</td>\n",
       "      <td>0</td>\n",
       "      <td>-3151876910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-10</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-1308592810</td>\n",
       "      <td>-530185175</td>\n",
       "      <td>46109420</td>\n",
       "      <td>-1233106475</td>\n",
       "      <td>-54843250</td>\n",
       "      <td>-3080618290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-11</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-1316477020</td>\n",
       "      <td>-538838400</td>\n",
       "      <td>23915570</td>\n",
       "      <td>-925182240</td>\n",
       "      <td>-75780340</td>\n",
       "      <td>-2832362430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-12</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-1210008875</td>\n",
       "      <td>-516881540</td>\n",
       "      <td>358404280</td>\n",
       "      <td>-1022581980</td>\n",
       "      <td>-59222400</td>\n",
       "      <td>-2450290515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-15</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-1026751115</td>\n",
       "      <td>-553186540</td>\n",
       "      <td>53202195</td>\n",
       "      <td>-641249341</td>\n",
       "      <td>-16170310</td>\n",
       "      <td>-2184155111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-16</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-843961020</td>\n",
       "      <td>-241927700</td>\n",
       "      <td>95121440</td>\n",
       "      <td>-601150770</td>\n",
       "      <td>-14062630</td>\n",
       "      <td>-1605980680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-17</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-722188800</td>\n",
       "      <td>-235036935</td>\n",
       "      <td>94754205</td>\n",
       "      <td>-461707533</td>\n",
       "      <td>-20601600</td>\n",
       "      <td>-1344780663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-18</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-699402070</td>\n",
       "      <td>-274695900</td>\n",
       "      <td>517954950</td>\n",
       "      <td>-791399640</td>\n",
       "      <td>-17390835</td>\n",
       "      <td>-1264933495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-19</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-554843360</td>\n",
       "      <td>-299647425</td>\n",
       "      <td>388543855</td>\n",
       "      <td>-767082704</td>\n",
       "      <td>-32822120</td>\n",
       "      <td>-1265851754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-22</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-510049875</td>\n",
       "      <td>-276051080</td>\n",
       "      <td>114311780</td>\n",
       "      <td>-660347730</td>\n",
       "      <td>-1742870</td>\n",
       "      <td>-1333879775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-23</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-544783365</td>\n",
       "      <td>-311066720</td>\n",
       "      <td>23232020</td>\n",
       "      <td>-665177604</td>\n",
       "      <td>-28832735</td>\n",
       "      <td>-1526628404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-24</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-624533250</td>\n",
       "      <td>-295732125</td>\n",
       "      <td>362218080</td>\n",
       "      <td>-651296997</td>\n",
       "      <td>-28453265</td>\n",
       "      <td>-1237797557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-25</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-573564675</td>\n",
       "      <td>-273846560</td>\n",
       "      <td>86737840</td>\n",
       "      <td>-540060669</td>\n",
       "      <td>18519135</td>\n",
       "      <td>-1282214929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-26</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-786436830</td>\n",
       "      <td>-228677780</td>\n",
       "      <td>56707145</td>\n",
       "      <td>-758529751</td>\n",
       "      <td>11006905</td>\n",
       "      <td>-1705930311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-29</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-788886200</td>\n",
       "      <td>-189387255</td>\n",
       "      <td>94369740</td>\n",
       "      <td>-502494517</td>\n",
       "      <td>67627200</td>\n",
       "      <td>-1318771032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-30</th>\n",
       "      <th>海通期货</th>\n",
       "      <td>-572562000</td>\n",
       "      <td>-243479010</td>\n",
       "      <td>-14447125</td>\n",
       "      <td>-598071360</td>\n",
       "      <td>45768280</td>\n",
       "      <td>-1382791215</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "variety                  CU         AL         ZN          NI        PB  \\\n",
       "date       会员简称                                                           \n",
       "2018-10-08 海通期货 -1555006440 -402878175 -267984640  -857560846  -8120250   \n",
       "2018-10-09 海通期货 -1390213210 -480253215 -181905840 -1099504645         0   \n",
       "2018-10-10 海通期货 -1308592810 -530185175   46109420 -1233106475 -54843250   \n",
       "2018-10-11 海通期货 -1316477020 -538838400   23915570  -925182240 -75780340   \n",
       "2018-10-12 海通期货 -1210008875 -516881540  358404280 -1022581980 -59222400   \n",
       "2018-10-15 海通期货 -1026751115 -553186540   53202195  -641249341 -16170310   \n",
       "2018-10-16 海通期货  -843961020 -241927700   95121440  -601150770 -14062630   \n",
       "2018-10-17 海通期货  -722188800 -235036935   94754205  -461707533 -20601600   \n",
       "2018-10-18 海通期货  -699402070 -274695900  517954950  -791399640 -17390835   \n",
       "2018-10-19 海通期货  -554843360 -299647425  388543855  -767082704 -32822120   \n",
       "2018-10-22 海通期货  -510049875 -276051080  114311780  -660347730  -1742870   \n",
       "2018-10-23 海通期货  -544783365 -311066720   23232020  -665177604 -28832735   \n",
       "2018-10-24 海通期货  -624533250 -295732125  362218080  -651296997 -28453265   \n",
       "2018-10-25 海通期货  -573564675 -273846560   86737840  -540060669  18519135   \n",
       "2018-10-26 海通期货  -786436830 -228677780   56707145  -758529751  11006905   \n",
       "2018-10-29 海通期货  -788886200 -189387255   94369740  -502494517  67627200   \n",
       "2018-10-30 海通期货  -572562000 -243479010  -14447125  -598071360  45768280   \n",
       "\n",
       "variety                有色板块  \n",
       "date       会员简称              \n",
       "2018-10-08 海通期货 -3091550351  \n",
       "2018-10-09 海通期货 -3151876910  \n",
       "2018-10-10 海通期货 -3080618290  \n",
       "2018-10-11 海通期货 -2832362430  \n",
       "2018-10-12 海通期货 -2450290515  \n",
       "2018-10-15 海通期货 -2184155111  \n",
       "2018-10-16 海通期货 -1605980680  \n",
       "2018-10-17 海通期货 -1344780663  \n",
       "2018-10-18 海通期货 -1264933495  \n",
       "2018-10-19 海通期货 -1265851754  \n",
       "2018-10-22 海通期货 -1333879775  \n",
       "2018-10-23 海通期货 -1526628404  \n",
       "2018-10-24 海通期货 -1237797557  \n",
       "2018-10-25 海通期货 -1282214929  \n",
       "2018-10-26 海通期货 -1705930311  \n",
       "2018-10-29 海通期货 -1318771032  \n",
       "2018-10-30 海通期货 -1382791215  "
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "有色=sz.copy()\n",
    "有色=有色[['CU','AL','ZN','NI','PB']]\n",
    "有色['有色板块']=有色.sum(axis=1)\n",
    "有色.reset_index('date')\n",
    "有色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>variety</th>\n",
       "      <th>RB</th>\n",
       "      <th>HC</th>\n",
       "      <th>ZC</th>\n",
       "      <th>J</th>\n",
       "      <th>JM</th>\n",
       "      <th>I</th>\n",
       "      <th>黑色板块</th>\n",
       "      <th>max</th>\n",
       "      <th>min</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th>会员简称</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-10-08</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-1215124960</td>\n",
       "      <td>-1012884480</td>\n",
       "      <td>-724187100</td>\n",
       "      <td>1697405000</td>\n",
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       "      <td>-1009626700</td>\n",
       "      <td>-1784064480</td>\n",
       "      <td>1697405000</td>\n",
       "      <td>-1215124960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-09</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-1339665000</td>\n",
       "      <td>-1041597070</td>\n",
       "      <td>-140432000</td>\n",
       "      <td>2134417200</td>\n",
       "      <td>249055800</td>\n",
       "      <td>-740595000</td>\n",
       "      <td>-878816070</td>\n",
       "      <td>2134417200</td>\n",
       "      <td>-1339665000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-10</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-2189143710</td>\n",
       "      <td>-1050433800</td>\n",
       "      <td>-68695200</td>\n",
       "      <td>3558718800</td>\n",
       "      <td>79677000</td>\n",
       "      <td>-676504000</td>\n",
       "      <td>-346380910</td>\n",
       "      <td>3558718800</td>\n",
       "      <td>-2189143710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-11</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-583797060</td>\n",
       "      <td>-949357200</td>\n",
       "      <td>-133920800</td>\n",
       "      <td>2459132500</td>\n",
       "      <td>39967200</td>\n",
       "      <td>-917504000</td>\n",
       "      <td>-85479360</td>\n",
       "      <td>2459132500</td>\n",
       "      <td>-949357200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-12</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-1003195020</td>\n",
       "      <td>-931815130</td>\n",
       "      <td>-178515400</td>\n",
       "      <td>3671096400</td>\n",
       "      <td>-6013740</td>\n",
       "      <td>-891183600</td>\n",
       "      <td>660373510</td>\n",
       "      <td>3671096400</td>\n",
       "      <td>-1003195020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-15</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-1222631040</td>\n",
       "      <td>-940972120</td>\n",
       "      <td>-159835000</td>\n",
       "      <td>3237547500</td>\n",
       "      <td>-41653200</td>\n",
       "      <td>-869907000</td>\n",
       "      <td>2549140</td>\n",
       "      <td>3237547500</td>\n",
       "      <td>-1222631040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-16</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-1106280680</td>\n",
       "      <td>-1225533680</td>\n",
       "      <td>-239112000</td>\n",
       "      <td>2726067000</td>\n",
       "      <td>41799600</td>\n",
       "      <td>-823816500</td>\n",
       "      <td>-626876260</td>\n",
       "      <td>2726067000</td>\n",
       "      <td>-1225533680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-17</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-968994180</td>\n",
       "      <td>-1283284800</td>\n",
       "      <td>-307476000</td>\n",
       "      <td>2006996000</td>\n",
       "      <td>587243880</td>\n",
       "      <td>-693759500</td>\n",
       "      <td>-659274600</td>\n",
       "      <td>2006996000</td>\n",
       "      <td>-1283284800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-18</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-2450006460</td>\n",
       "      <td>-1479473820</td>\n",
       "      <td>-243734400</td>\n",
       "      <td>13937400</td>\n",
       "      <td>660686760</td>\n",
       "      <td>-1658949600</td>\n",
       "      <td>-5157540120</td>\n",
       "      <td>660686760</td>\n",
       "      <td>-2450006460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-19</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-2987635050</td>\n",
       "      <td>-607783380</td>\n",
       "      <td>-321672600</td>\n",
       "      <td>-391676600</td>\n",
       "      <td>613652400</td>\n",
       "      <td>-1190006100</td>\n",
       "      <td>-4885121330</td>\n",
       "      <td>613652400</td>\n",
       "      <td>-2987635050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-22</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-3190386690</td>\n",
       "      <td>-754583520</td>\n",
       "      <td>-420405400</td>\n",
       "      <td>-318902100</td>\n",
       "      <td>543048000</td>\n",
       "      <td>-1015564400</td>\n",
       "      <td>-5156794110</td>\n",
       "      <td>543048000</td>\n",
       "      <td>-3190386690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-23</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-3099002040</td>\n",
       "      <td>-973219080</td>\n",
       "      <td>-285945600</td>\n",
       "      <td>216928800</td>\n",
       "      <td>839001240</td>\n",
       "      <td>-1116576600</td>\n",
       "      <td>-4418813280</td>\n",
       "      <td>839001240</td>\n",
       "      <td>-3099002040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-24</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-2472468950</td>\n",
       "      <td>-1018306850</td>\n",
       "      <td>-265440600</td>\n",
       "      <td>1871180800</td>\n",
       "      <td>235528440</td>\n",
       "      <td>270068000</td>\n",
       "      <td>-1379439160</td>\n",
       "      <td>1871180800</td>\n",
       "      <td>-2472468950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-25</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-3578583240</td>\n",
       "      <td>-833771960</td>\n",
       "      <td>-303143700</td>\n",
       "      <td>1897187400</td>\n",
       "      <td>327420360</td>\n",
       "      <td>-382827200</td>\n",
       "      <td>-2873718340</td>\n",
       "      <td>1897187400</td>\n",
       "      <td>-3578583240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-26</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-3670858170</td>\n",
       "      <td>-778562770</td>\n",
       "      <td>-317131600</td>\n",
       "      <td>1726436200</td>\n",
       "      <td>74880540</td>\n",
       "      <td>-902965500</td>\n",
       "      <td>-3868201300</td>\n",
       "      <td>1726436200</td>\n",
       "      <td>-3670858170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-29</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-3713241780</td>\n",
       "      <td>-1006501160</td>\n",
       "      <td>-297003600</td>\n",
       "      <td>872371200</td>\n",
       "      <td>190852200</td>\n",
       "      <td>-239448300</td>\n",
       "      <td>-4192971440</td>\n",
       "      <td>872371200</td>\n",
       "      <td>-3713241780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-30</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-3634259280</td>\n",
       "      <td>-1225797750</td>\n",
       "      <td>-331813300</td>\n",
       "      <td>1001582500</td>\n",
       "      <td>168042240</td>\n",
       "      <td>-532727600</td>\n",
       "      <td>-4554973190</td>\n",
       "      <td>1001582500</td>\n",
       "      <td>-3634259280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-31</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-4033283900</td>\n",
       "      <td>-1108324530</td>\n",
       "      <td>-390056700</td>\n",
       "      <td>1316140000</td>\n",
       "      <td>155791200</td>\n",
       "      <td>-828590000</td>\n",
       "      <td>-4888323930</td>\n",
       "      <td>1316140000</td>\n",
       "      <td>-4033283900</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "variety                  RB          HC         ZC           J         JM  \\\n",
       "date       会员简称                                                             \n",
       "2018-10-08 永安期货 -1215124960 -1012884480 -724187100  1697405000  480353760   \n",
       "2018-10-09 永安期货 -1339665000 -1041597070 -140432000  2134417200  249055800   \n",
       "2018-10-10 永安期货 -2189143710 -1050433800  -68695200  3558718800   79677000   \n",
       "2018-10-11 永安期货  -583797060  -949357200 -133920800  2459132500   39967200   \n",
       "2018-10-12 永安期货 -1003195020  -931815130 -178515400  3671096400   -6013740   \n",
       "2018-10-15 永安期货 -1222631040  -940972120 -159835000  3237547500  -41653200   \n",
       "2018-10-16 永安期货 -1106280680 -1225533680 -239112000  2726067000   41799600   \n",
       "2018-10-17 永安期货  -968994180 -1283284800 -307476000  2006996000  587243880   \n",
       "2018-10-18 永安期货 -2450006460 -1479473820 -243734400    13937400  660686760   \n",
       "2018-10-19 永安期货 -2987635050  -607783380 -321672600  -391676600  613652400   \n",
       "2018-10-22 永安期货 -3190386690  -754583520 -420405400  -318902100  543048000   \n",
       "2018-10-23 永安期货 -3099002040  -973219080 -285945600   216928800  839001240   \n",
       "2018-10-24 永安期货 -2472468950 -1018306850 -265440600  1871180800  235528440   \n",
       "2018-10-25 永安期货 -3578583240  -833771960 -303143700  1897187400  327420360   \n",
       "2018-10-26 永安期货 -3670858170  -778562770 -317131600  1726436200   74880540   \n",
       "2018-10-29 永安期货 -3713241780 -1006501160 -297003600   872371200  190852200   \n",
       "2018-10-30 永安期货 -3634259280 -1225797750 -331813300  1001582500  168042240   \n",
       "2018-10-31 永安期货 -4033283900 -1108324530 -390056700  1316140000  155791200   \n",
       "\n",
       "variety                   I        黑色板块         max         min  \n",
       "date       会员简称                                                  \n",
       "2018-10-08 永安期货 -1009626700 -1784064480  1697405000 -1215124960  \n",
       "2018-10-09 永安期货  -740595000  -878816070  2134417200 -1339665000  \n",
       "2018-10-10 永安期货  -676504000  -346380910  3558718800 -2189143710  \n",
       "2018-10-11 永安期货  -917504000   -85479360  2459132500  -949357200  \n",
       "2018-10-12 永安期货  -891183600   660373510  3671096400 -1003195020  \n",
       "2018-10-15 永安期货  -869907000     2549140  3237547500 -1222631040  \n",
       "2018-10-16 永安期货  -823816500  -626876260  2726067000 -1225533680  \n",
       "2018-10-17 永安期货  -693759500  -659274600  2006996000 -1283284800  \n",
       "2018-10-18 永安期货 -1658949600 -5157540120   660686760 -2450006460  \n",
       "2018-10-19 永安期货 -1190006100 -4885121330   613652400 -2987635050  \n",
       "2018-10-22 永安期货 -1015564400 -5156794110   543048000 -3190386690  \n",
       "2018-10-23 永安期货 -1116576600 -4418813280   839001240 -3099002040  \n",
       "2018-10-24 永安期货   270068000 -1379439160  1871180800 -2472468950  \n",
       "2018-10-25 永安期货  -382827200 -2873718340  1897187400 -3578583240  \n",
       "2018-10-26 永安期货  -902965500 -3868201300  1726436200 -3670858170  \n",
       "2018-10-29 永安期货  -239448300 -4192971440   872371200 -3713241780  \n",
       "2018-10-30 永安期货  -532727600 -4554973190  1001582500 -3634259280  \n",
       "2018-10-31 永安期货  -828590000 -4888323930  1316140000 -4033283900  "
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "黑色板块=sz.copy()\n",
    "黑色板块=黑色板块[['RB','HC','ZC','J','JM','I','黑色板块']]\n",
    "黑色板块['max']=黑色板块[['RB','HC','ZC','J','JM','I']].max(axis=1)\n",
    "黑色板块['min']=黑色板块[['RB','HC','ZC','J','JM','I']].min(axis=1)\n",
    "黑色板块.reset_index('date')\n",
    "黑色板块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>variety</th>\n",
       "      <th>商品板块</th>\n",
       "      <th>工业品</th>\n",
       "      <th>农产品</th>\n",
       "      <th>黑色板块</th>\n",
       "      <th>有色板块</th>\n",
       "      <th>油脂板块</th>\n",
       "      <th>化工板块</th>\n",
       "      <th>黄金白银</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th>会员简称</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-10-08</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>23686619455</td>\n",
       "      <td>995263908</td>\n",
       "      <td>8724407680</td>\n",
       "      <td>-1784064480</td>\n",
       "      <td>3181528373</td>\n",
       "      <td>2330802520</td>\n",
       "      <td>-349060810</td>\n",
       "      <td>454418460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-09</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>29042492438</td>\n",
       "      <td>2757458454</td>\n",
       "      <td>8500124040</td>\n",
       "      <td>-878816070</td>\n",
       "      <td>2919580319</td>\n",
       "      <td>2662314480</td>\n",
       "      <td>685578005</td>\n",
       "      <td>593367395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-10</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>32210429083</td>\n",
       "      <td>3687595080</td>\n",
       "      <td>8664482175</td>\n",
       "      <td>-346380910</td>\n",
       "      <td>3624001445</td>\n",
       "      <td>2724473370</td>\n",
       "      <td>538835405</td>\n",
       "      <td>505051880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-11</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>28284678392</td>\n",
       "      <td>1755577520</td>\n",
       "      <td>9088211390</td>\n",
       "      <td>-85479360</td>\n",
       "      <td>1346980355</td>\n",
       "      <td>2858109810</td>\n",
       "      <td>635098685</td>\n",
       "      <td>958263225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-12</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>27193400170</td>\n",
       "      <td>2075012030</td>\n",
       "      <td>8381161250</td>\n",
       "      <td>660373510</td>\n",
       "      <td>1377656480</td>\n",
       "      <td>2880658520</td>\n",
       "      <td>145607825</td>\n",
       "      <td>640578480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-15</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>23237122047</td>\n",
       "      <td>1904718625</td>\n",
       "      <td>6644202050</td>\n",
       "      <td>2549140</td>\n",
       "      <td>1890662745</td>\n",
       "      <td>2667698420</td>\n",
       "      <td>109912360</td>\n",
       "      <td>774828375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-16</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>10994263454</td>\n",
       "      <td>-1651395501</td>\n",
       "      <td>6075033175</td>\n",
       "      <td>-626876260</td>\n",
       "      <td>373110919</td>\n",
       "      <td>2558780980</td>\n",
       "      <td>-1262466890</td>\n",
       "      <td>588728670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-17</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>9519009777</td>\n",
       "      <td>-2159121602</td>\n",
       "      <td>6011400850</td>\n",
       "      <td>-659274600</td>\n",
       "      <td>-232702992</td>\n",
       "      <td>2609577630</td>\n",
       "      <td>-1106056215</td>\n",
       "      <td>637956725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-18</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-5598760213</td>\n",
       "      <td>-6766018660</td>\n",
       "      <td>5441622660</td>\n",
       "      <td>-5157540120</td>\n",
       "      <td>-457504005</td>\n",
       "      <td>2577610640</td>\n",
       "      <td>-980026110</td>\n",
       "      <td>572413025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-19</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-4517753339</td>\n",
       "      <td>-6529462458</td>\n",
       "      <td>5488927415</td>\n",
       "      <td>-4885121330</td>\n",
       "      <td>-155392723</td>\n",
       "      <td>2617385160</td>\n",
       "      <td>-1234564895</td>\n",
       "      <td>667493760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-22</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-9868481250</td>\n",
       "      <td>-7160887185</td>\n",
       "      <td>3957732915</td>\n",
       "      <td>-5156794110</td>\n",
       "      <td>62431765</td>\n",
       "      <td>2243316720</td>\n",
       "      <td>-1835763865</td>\n",
       "      <td>673077120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-23</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-9345256735</td>\n",
       "      <td>-6922464919</td>\n",
       "      <td>3747919160</td>\n",
       "      <td>-4418813280</td>\n",
       "      <td>-630478229</td>\n",
       "      <td>2137289220</td>\n",
       "      <td>-1648339850</td>\n",
       "      <td>836939465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-24</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-2499692502</td>\n",
       "      <td>-4252932434</td>\n",
       "      <td>3176164380</td>\n",
       "      <td>-1379439160</td>\n",
       "      <td>-392745939</td>\n",
       "      <td>1743877420</td>\n",
       "      <td>-2220081355</td>\n",
       "      <td>1005643010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-25</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-12125751900</td>\n",
       "      <td>-7044024595</td>\n",
       "      <td>2759733010</td>\n",
       "      <td>-2873718340</td>\n",
       "      <td>-1074550140</td>\n",
       "      <td>1676429610</td>\n",
       "      <td>-2913936095</td>\n",
       "      <td>870077370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-26</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-15625634734</td>\n",
       "      <td>-8253064561</td>\n",
       "      <td>3144765960</td>\n",
       "      <td>-3868201300</td>\n",
       "      <td>-1727264836</td>\n",
       "      <td>1562888700</td>\n",
       "      <td>-2536278010</td>\n",
       "      <td>629550900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-29</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-15009589483</td>\n",
       "      <td>-7924694001</td>\n",
       "      <td>2618146050</td>\n",
       "      <td>-4192971440</td>\n",
       "      <td>-2051798606</td>\n",
       "      <td>1538699520</td>\n",
       "      <td>-1606822105</td>\n",
       "      <td>996912070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-30</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-20749861979</td>\n",
       "      <td>-8868989721</td>\n",
       "      <td>1405694800</td>\n",
       "      <td>-4554973190</td>\n",
       "      <td>-2686203766</td>\n",
       "      <td>1510901990</td>\n",
       "      <td>-1449169160</td>\n",
       "      <td>720374800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-31</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-26861527904</td>\n",
       "      <td>-10865251278</td>\n",
       "      <td>1528334270</td>\n",
       "      <td>-4888323930</td>\n",
       "      <td>-3663280998</td>\n",
       "      <td>1355664730</td>\n",
       "      <td>-2132030875</td>\n",
       "      <td>617992890</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "variety                 商品板块          工业品         农产品        黑色板块        有色板块  \\\n",
       "date       会员简称                                                                 \n",
       "2018-10-08 永安期货  23686619455    995263908  8724407680 -1784064480  3181528373   \n",
       "2018-10-09 永安期货  29042492438   2757458454  8500124040  -878816070  2919580319   \n",
       "2018-10-10 永安期货  32210429083   3687595080  8664482175  -346380910  3624001445   \n",
       "2018-10-11 永安期货  28284678392   1755577520  9088211390   -85479360  1346980355   \n",
       "2018-10-12 永安期货  27193400170   2075012030  8381161250   660373510  1377656480   \n",
       "2018-10-15 永安期货  23237122047   1904718625  6644202050     2549140  1890662745   \n",
       "2018-10-16 永安期货  10994263454  -1651395501  6075033175  -626876260   373110919   \n",
       "2018-10-17 永安期货   9519009777  -2159121602  6011400850  -659274600  -232702992   \n",
       "2018-10-18 永安期货  -5598760213  -6766018660  5441622660 -5157540120  -457504005   \n",
       "2018-10-19 永安期货  -4517753339  -6529462458  5488927415 -4885121330  -155392723   \n",
       "2018-10-22 永安期货  -9868481250  -7160887185  3957732915 -5156794110    62431765   \n",
       "2018-10-23 永安期货  -9345256735  -6922464919  3747919160 -4418813280  -630478229   \n",
       "2018-10-24 永安期货  -2499692502  -4252932434  3176164380 -1379439160  -392745939   \n",
       "2018-10-25 永安期货 -12125751900  -7044024595  2759733010 -2873718340 -1074550140   \n",
       "2018-10-26 永安期货 -15625634734  -8253064561  3144765960 -3868201300 -1727264836   \n",
       "2018-10-29 永安期货 -15009589483  -7924694001  2618146050 -4192971440 -2051798606   \n",
       "2018-10-30 永安期货 -20749861979  -8868989721  1405694800 -4554973190 -2686203766   \n",
       "2018-10-31 永安期货 -26861527904 -10865251278  1528334270 -4888323930 -3663280998   \n",
       "\n",
       "variety                油脂板块        化工板块        黄金白银  \n",
       "date       会员简称                                      \n",
       "2018-10-08 永安期货  2330802520  -349060810   454418460  \n",
       "2018-10-09 永安期货  2662314480   685578005   593367395  \n",
       "2018-10-10 永安期货  2724473370   538835405   505051880  \n",
       "2018-10-11 永安期货  2858109810   635098685   958263225  \n",
       "2018-10-12 永安期货  2880658520   145607825   640578480  \n",
       "2018-10-15 永安期货  2667698420   109912360   774828375  \n",
       "2018-10-16 永安期货  2558780980 -1262466890   588728670  \n",
       "2018-10-17 永安期货  2609577630 -1106056215   637956725  \n",
       "2018-10-18 永安期货  2577610640  -980026110   572413025  \n",
       "2018-10-19 永安期货  2617385160 -1234564895   667493760  \n",
       "2018-10-22 永安期货  2243316720 -1835763865   673077120  \n",
       "2018-10-23 永安期货  2137289220 -1648339850   836939465  \n",
       "2018-10-24 永安期货  1743877420 -2220081355  1005643010  \n",
       "2018-10-25 永安期货  1676429610 -2913936095   870077370  \n",
       "2018-10-26 永安期货  1562888700 -2536278010   629550900  \n",
       "2018-10-29 永安期货  1538699520 -1606822105   996912070  \n",
       "2018-10-30 永安期货  1510901990 -1449169160   720374800  \n",
       "2018-10-31 永安期货  1355664730 -2132030875   617992890  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "板块=sz.copy()\n",
    "板块=板块[['商品板块','工业品','农产品','黑色板块','有色板块','油脂板块','化工板块','黄金白银']]\n",
    "板块['2018-10-31':].plot.bar(rot=0,figsize=(11,5),title='持仓市值一览')\n",
    "板块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>variety</th>\n",
       "      <th>CU</th>\n",
       "      <th>AL</th>\n",
       "      <th>ZN</th>\n",
       "      <th>NI</th>\n",
       "      <th>PB</th>\n",
       "      <th>RB</th>\n",
       "      <th>FG</th>\n",
       "      <th>RU</th>\n",
       "      <th>L</th>\n",
       "      <th>V</th>\n",
       "      <th>PTA</th>\n",
       "      <th>MA</th>\n",
       "      <th>PP</th>\n",
       "      <th>JM</th>\n",
       "      <th>J</th>\n",
       "      <th>ZC</th>\n",
       "      <th>I</th>\n",
       "      <th>BU</th>\n",
       "      <th>HC</th>\n",
       "      <th>SM</th>\n",
       "      <th>SF</th>\n",
       "      <th>FU</th>\n",
       "      <th>工业品</th>\n",
       "      <th>黑色板块</th>\n",
       "      <th>有色板块</th>\n",
       "      <th>化工板块</th>\n",
       "      <th>黄金白银</th>\n",
       "      <th>max</th>\n",
       "      <th>min</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th>会员简称</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-10-08</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>1710831720</td>\n",
       "      <td>608045605</td>\n",
       "      <td>1197556360</td>\n",
       "      <td>-520227462</td>\n",
       "      <td>185322150</td>\n",
       "      <td>-1215124960</td>\n",
       "      <td>70060800</td>\n",
       "      <td>-337115550</td>\n",
       "      <td>-1243328760</td>\n",
       "      <td>-114983970</td>\n",
       "      <td>-589055610</td>\n",
       "      <td>-501839020</td>\n",
       "      <td>1800619800</td>\n",
       "      <td>480353760</td>\n",
       "      <td>1697405000</td>\n",
       "      <td>-724187100</td>\n",
       "      <td>-1009626700</td>\n",
       "      <td>636642300</td>\n",
       "      <td>-1012884480</td>\n",
       "      <td>-31065015</td>\n",
       "      <td>-55707300</td>\n",
       "      <td>-36427660</td>\n",
       "      <td>995263908</td>\n",
       "      <td>-1784064480</td>\n",
       "      <td>3181528373</td>\n",
       "      <td>-349060810</td>\n",
       "      <td>454418460</td>\n",
       "      <td>1800619800</td>\n",
       "      <td>-1243328760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-09</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>1477716200</td>\n",
       "      <td>547143285</td>\n",
       "      <td>1184237280</td>\n",
       "      <td>-488692146</td>\n",
       "      <td>199175700</td>\n",
       "      <td>-1339665000</td>\n",
       "      <td>-37175800</td>\n",
       "      <td>-410841525</td>\n",
       "      <td>-995280840</td>\n",
       "      <td>-241230000</td>\n",
       "      <td>-334422540</td>\n",
       "      <td>-116997640</td>\n",
       "      <td>1937440470</td>\n",
       "      <td>249055800</td>\n",
       "      <td>2134417200</td>\n",
       "      <td>-140432000</td>\n",
       "      <td>-740595000</td>\n",
       "      <td>846910080</td>\n",
       "      <td>-1041597070</td>\n",
       "      <td>-14279440</td>\n",
       "      <td>-24990560</td>\n",
       "      <td>107562000</td>\n",
       "      <td>2757458454</td>\n",
       "      <td>-878816070</td>\n",
       "      <td>2919580319</td>\n",
       "      <td>685578005</td>\n",
       "      <td>593367395</td>\n",
       "      <td>2134417200</td>\n",
       "      <td>-1339665000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-10</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>1459428285</td>\n",
       "      <td>722003360</td>\n",
       "      <td>1133201460</td>\n",
       "      <td>-123576060</td>\n",
       "      <td>432944400</td>\n",
       "      <td>-2189143710</td>\n",
       "      <td>-48473800</td>\n",
       "      <td>-482017250</td>\n",
       "      <td>-1230998825</td>\n",
       "      <td>-110201580</td>\n",
       "      <td>-147791000</td>\n",
       "      <td>-187743040</td>\n",
       "      <td>1913072200</td>\n",
       "      <td>79677000</td>\n",
       "      <td>3558718800</td>\n",
       "      <td>-68695200</td>\n",
       "      <td>-676504000</td>\n",
       "      <td>784514900</td>\n",
       "      <td>-1050433800</td>\n",
       "      <td>-27261000</td>\n",
       "      <td>-21661080</td>\n",
       "      <td>-31464980</td>\n",
       "      <td>3687595080</td>\n",
       "      <td>-346380910</td>\n",
       "      <td>3624001445</td>\n",
       "      <td>538835405</td>\n",
       "      <td>505051880</td>\n",
       "      <td>3558718800</td>\n",
       "      <td>-2189143710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-11</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>110974100</td>\n",
       "      <td>276132480</td>\n",
       "      <td>1064689885</td>\n",
       "      <td>-572067920</td>\n",
       "      <td>467251810</td>\n",
       "      <td>-583797060</td>\n",
       "      <td>-16546880</td>\n",
       "      <td>-462274540</td>\n",
       "      <td>-1132760475</td>\n",
       "      <td>-58033885</td>\n",
       "      <td>-140960085</td>\n",
       "      <td>-167681800</td>\n",
       "      <td>1705634960</td>\n",
       "      <td>39967200</td>\n",
       "      <td>2459132500</td>\n",
       "      <td>-133920800</td>\n",
       "      <td>-917504000</td>\n",
       "      <td>891174510</td>\n",
       "      <td>-949357200</td>\n",
       "      <td>-38831460</td>\n",
       "      <td>-21161700</td>\n",
       "      <td>-64482120</td>\n",
       "      <td>1755577520</td>\n",
       "      <td>-85479360</td>\n",
       "      <td>1346980355</td>\n",
       "      <td>635098685</td>\n",
       "      <td>958263225</td>\n",
       "      <td>2459132500</td>\n",
       "      <td>-1132760475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-12</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-10136200</td>\n",
       "      <td>233982540</td>\n",
       "      <td>1150916140</td>\n",
       "      <td>-560181475</td>\n",
       "      <td>563075475</td>\n",
       "      <td>-1003195020</td>\n",
       "      <td>-28216320</td>\n",
       "      <td>-472830480</td>\n",
       "      <td>-1148020825</td>\n",
       "      <td>33173070</td>\n",
       "      <td>-326165760</td>\n",
       "      <td>-82523400</td>\n",
       "      <td>1237838000</td>\n",
       "      <td>-6013740</td>\n",
       "      <td>3671096400</td>\n",
       "      <td>-178515400</td>\n",
       "      <td>-891183600</td>\n",
       "      <td>904137220</td>\n",
       "      <td>-931815130</td>\n",
       "      <td>5845105</td>\n",
       "      <td>-22970250</td>\n",
       "      <td>-63284320</td>\n",
       "      <td>2075012030</td>\n",
       "      <td>660373510</td>\n",
       "      <td>1377656480</td>\n",
       "      <td>145607825</td>\n",
       "      <td>640578480</td>\n",
       "      <td>3671096400</td>\n",
       "      <td>-1148020825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-15</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>555641670</td>\n",
       "      <td>12688415</td>\n",
       "      <td>1170671360</td>\n",
       "      <td>-481224070</td>\n",
       "      <td>632885370</td>\n",
       "      <td>-1222631040</td>\n",
       "      <td>32027400</td>\n",
       "      <td>-476186200</td>\n",
       "      <td>-1083370275</td>\n",
       "      <td>-45108510</td>\n",
       "      <td>-332043055</td>\n",
       "      <td>-4008960</td>\n",
       "      <td>1154693400</td>\n",
       "      <td>-41653200</td>\n",
       "      <td>3237547500</td>\n",
       "      <td>-159835000</td>\n",
       "      <td>-869907000</td>\n",
       "      <td>895935960</td>\n",
       "      <td>-940972120</td>\n",
       "      <td>24088440</td>\n",
       "      <td>-66492180</td>\n",
       "      <td>-88029280</td>\n",
       "      <td>1904718625</td>\n",
       "      <td>2549140</td>\n",
       "      <td>1890662745</td>\n",
       "      <td>109912360</td>\n",
       "      <td>774828375</td>\n",
       "      <td>3237547500</td>\n",
       "      <td>-1222631040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-16</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>196974295</td>\n",
       "      <td>-101046680</td>\n",
       "      <td>1091919440</td>\n",
       "      <td>-1418777316</td>\n",
       "      <td>604041180</td>\n",
       "      <td>-1106280680</td>\n",
       "      <td>56755400</td>\n",
       "      <td>-488030130</td>\n",
       "      <td>-1628307075</td>\n",
       "      <td>-291993740</td>\n",
       "      <td>-823705700</td>\n",
       "      <td>53462760</td>\n",
       "      <td>997166115</td>\n",
       "      <td>41799600</td>\n",
       "      <td>2726067000</td>\n",
       "      <td>-239112000</td>\n",
       "      <td>-823816500</td>\n",
       "      <td>918940880</td>\n",
       "      <td>-1225533680</td>\n",
       "      <td>-12715500</td>\n",
       "      <td>-127960860</td>\n",
       "      <td>-51242310</td>\n",
       "      <td>-1651395501</td>\n",
       "      <td>-626876260</td>\n",
       "      <td>373110919</td>\n",
       "      <td>-1262466890</td>\n",
       "      <td>588728670</td>\n",
       "      <td>2726067000</td>\n",
       "      <td>-1628307075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-17</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>126383040</td>\n",
       "      <td>-50768550</td>\n",
       "      <td>1002713985</td>\n",
       "      <td>-1912375467</td>\n",
       "      <td>601344000</td>\n",
       "      <td>-968994180</td>\n",
       "      <td>12241720</td>\n",
       "      <td>-505693350</td>\n",
       "      <td>-1477236375</td>\n",
       "      <td>-376187500</td>\n",
       "      <td>-1013318305</td>\n",
       "      <td>230278260</td>\n",
       "      <td>1077053315</td>\n",
       "      <td>587243880</td>\n",
       "      <td>2006996000</td>\n",
       "      <td>-307476000</td>\n",
       "      <td>-693759500</td>\n",
       "      <td>959047740</td>\n",
       "      <td>-1283284800</td>\n",
       "      <td>-9459705</td>\n",
       "      <td>-118395810</td>\n",
       "      <td>-45474000</td>\n",
       "      <td>-2159121602</td>\n",
       "      <td>-659274600</td>\n",
       "      <td>-232702992</td>\n",
       "      <td>-1106056215</td>\n",
       "      <td>637956725</td>\n",
       "      <td>2006996000</td>\n",
       "      <td>-1912375467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-18</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>198222245</td>\n",
       "      <td>-126809925</td>\n",
       "      <td>643307820</td>\n",
       "      <td>-1612147860</td>\n",
       "      <td>439923715</td>\n",
       "      <td>-2450006460</td>\n",
       "      <td>76609680</td>\n",
       "      <td>-497023120</td>\n",
       "      <td>-1086879805</td>\n",
       "      <td>-443329485</td>\n",
       "      <td>-979962060</td>\n",
       "      <td>349181800</td>\n",
       "      <td>1011279000</td>\n",
       "      <td>660686760</td>\n",
       "      <td>13937400</td>\n",
       "      <td>-243734400</td>\n",
       "      <td>-1658949600</td>\n",
       "      <td>666707560</td>\n",
       "      <td>-1479473820</td>\n",
       "      <td>-24981215</td>\n",
       "      <td>-163220200</td>\n",
       "      <td>-59356690</td>\n",
       "      <td>-6766018660</td>\n",
       "      <td>-5157540120</td>\n",
       "      <td>-457504005</td>\n",
       "      <td>-980026110</td>\n",
       "      <td>572413025</td>\n",
       "      <td>1011279000</td>\n",
       "      <td>-2450006460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-19</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>249215680</td>\n",
       "      <td>-220189560</td>\n",
       "      <td>371858605</td>\n",
       "      <td>-986692728</td>\n",
       "      <td>430415280</td>\n",
       "      <td>-2987635050</td>\n",
       "      <td>57561400</td>\n",
       "      <td>-470938370</td>\n",
       "      <td>-593682750</td>\n",
       "      <td>-508362965</td>\n",
       "      <td>-1239571920</td>\n",
       "      <td>193628610</td>\n",
       "      <td>817380200</td>\n",
       "      <td>613652400</td>\n",
       "      <td>-391676600</td>\n",
       "      <td>-321672600</td>\n",
       "      <td>-1190006100</td>\n",
       "      <td>566982300</td>\n",
       "      <td>-607783380</td>\n",
       "      <td>-30735710</td>\n",
       "      <td>-164126000</td>\n",
       "      <td>-117083200</td>\n",
       "      <td>-6529462458</td>\n",
       "      <td>-4885121330</td>\n",
       "      <td>-155392723</td>\n",
       "      <td>-1234564895</td>\n",
       "      <td>667493760</td>\n",
       "      <td>817380200</td>\n",
       "      <td>-2987635050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-22</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>443170500</td>\n",
       "      <td>-256849375</td>\n",
       "      <td>253854040</td>\n",
       "      <td>-804196170</td>\n",
       "      <td>426452770</td>\n",
       "      <td>-3190386690</td>\n",
       "      <td>52893540</td>\n",
       "      <td>-472775835</td>\n",
       "      <td>-458425860</td>\n",
       "      <td>-484191140</td>\n",
       "      <td>-1277866860</td>\n",
       "      <td>-148215060</td>\n",
       "      <td>484690640</td>\n",
       "      <td>543048000</td>\n",
       "      <td>-318902100</td>\n",
       "      <td>-420405400</td>\n",
       "      <td>-1015564400</td>\n",
       "      <td>521020250</td>\n",
       "      <td>-754583520</td>\n",
       "      <td>-28243775</td>\n",
       "      <td>-191295140</td>\n",
       "      <td>-64115600</td>\n",
       "      <td>-7160887185</td>\n",
       "      <td>-5156794110</td>\n",
       "      <td>62431765</td>\n",
       "      <td>-1835763865</td>\n",
       "      <td>673077120</td>\n",
       "      <td>543048000</td>\n",
       "      <td>-3190386690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-23</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>198694530</td>\n",
       "      <td>-201015515</td>\n",
       "      <td>-139830460</td>\n",
       "      <td>-870155874</td>\n",
       "      <td>381829090</td>\n",
       "      <td>-3099002040</td>\n",
       "      <td>59618800</td>\n",
       "      <td>-497647695</td>\n",
       "      <td>-305763930</td>\n",
       "      <td>-473864535</td>\n",
       "      <td>-1180598100</td>\n",
       "      <td>-164358040</td>\n",
       "      <td>455941170</td>\n",
       "      <td>839001240</td>\n",
       "      <td>216928800</td>\n",
       "      <td>-285945600</td>\n",
       "      <td>-1116576600</td>\n",
       "      <td>517951280</td>\n",
       "      <td>-973219080</td>\n",
       "      <td>-53005320</td>\n",
       "      <td>-192338000</td>\n",
       "      <td>-39109040</td>\n",
       "      <td>-6922464919</td>\n",
       "      <td>-4418813280</td>\n",
       "      <td>-630478229</td>\n",
       "      <td>-1648339850</td>\n",
       "      <td>836939465</td>\n",
       "      <td>839001240</td>\n",
       "      <td>-3099002040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-24</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-20633250</td>\n",
       "      <td>-201852300</td>\n",
       "      <td>441572880</td>\n",
       "      <td>-893275149</td>\n",
       "      <td>281441880</td>\n",
       "      <td>-2472468950</td>\n",
       "      <td>50706240</td>\n",
       "      <td>-524617280</td>\n",
       "      <td>-324783000</td>\n",
       "      <td>-493360500</td>\n",
       "      <td>-1286001350</td>\n",
       "      <td>-190939980</td>\n",
       "      <td>544797255</td>\n",
       "      <td>235528440</td>\n",
       "      <td>1871180800</td>\n",
       "      <td>-265440600</td>\n",
       "      <td>270068000</td>\n",
       "      <td>54823500</td>\n",
       "      <td>-1018306850</td>\n",
       "      <td>-107633100</td>\n",
       "      <td>-184523760</td>\n",
       "      <td>-19215360</td>\n",
       "      <td>-4252932434</td>\n",
       "      <td>-1379439160</td>\n",
       "      <td>-392745939</td>\n",
       "      <td>-2220081355</td>\n",
       "      <td>1005643010</td>\n",
       "      <td>1871180800</td>\n",
       "      <td>-2472468950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-25</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-436954260</td>\n",
       "      <td>-240791200</td>\n",
       "      <td>374056935</td>\n",
       "      <td>-1059612705</td>\n",
       "      <td>288751090</td>\n",
       "      <td>-3578583240</td>\n",
       "      <td>53326280</td>\n",
       "      <td>-561306240</td>\n",
       "      <td>-301711240</td>\n",
       "      <td>-522537420</td>\n",
       "      <td>-1620948855</td>\n",
       "      <td>-218870070</td>\n",
       "      <td>314187720</td>\n",
       "      <td>327420360</td>\n",
       "      <td>1897187400</td>\n",
       "      <td>-303143700</td>\n",
       "      <td>-382827200</td>\n",
       "      <td>-2749990</td>\n",
       "      <td>-833771960</td>\n",
       "      <td>-40320490</td>\n",
       "      <td>-185298750</td>\n",
       "      <td>-9527060</td>\n",
       "      <td>-7044024595</td>\n",
       "      <td>-2873718340</td>\n",
       "      <td>-1074550140</td>\n",
       "      <td>-2913936095</td>\n",
       "      <td>870077370</td>\n",
       "      <td>1897187400</td>\n",
       "      <td>-3578583240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-26</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-436992255</td>\n",
       "      <td>-393334280</td>\n",
       "      <td>-3729290</td>\n",
       "      <td>-1194557721</td>\n",
       "      <td>301348710</td>\n",
       "      <td>-3670858170</td>\n",
       "      <td>26560000</td>\n",
       "      <td>-490615625</td>\n",
       "      <td>-439745000</td>\n",
       "      <td>-489594425</td>\n",
       "      <td>-1381845400</td>\n",
       "      <td>-273350700</td>\n",
       "      <td>585240300</td>\n",
       "      <td>74880540</td>\n",
       "      <td>1726436200</td>\n",
       "      <td>-317131600</td>\n",
       "      <td>-902965500</td>\n",
       "      <td>-46367160</td>\n",
       "      <td>-778562770</td>\n",
       "      <td>-22983915</td>\n",
       "      <td>-192912500</td>\n",
       "      <td>68016000</td>\n",
       "      <td>-8253064561</td>\n",
       "      <td>-3868201300</td>\n",
       "      <td>-1727264836</td>\n",
       "      <td>-2536278010</td>\n",
       "      <td>629550900</td>\n",
       "      <td>1726436200</td>\n",
       "      <td>-3670858170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-29</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-1000417200</td>\n",
       "      <td>-507537990</td>\n",
       "      <td>429552600</td>\n",
       "      <td>-1179983216</td>\n",
       "      <td>206587200</td>\n",
       "      <td>-3713241780</td>\n",
       "      <td>55688180</td>\n",
       "      <td>-412209400</td>\n",
       "      <td>-470417370</td>\n",
       "      <td>-187190700</td>\n",
       "      <td>-618281840</td>\n",
       "      <td>-519607560</td>\n",
       "      <td>623199795</td>\n",
       "      <td>190852200</td>\n",
       "      <td>872371200</td>\n",
       "      <td>-297003600</td>\n",
       "      <td>-239448300</td>\n",
       "      <td>-22315030</td>\n",
       "      <td>-1006501160</td>\n",
       "      <td>-22198220</td>\n",
       "      <td>-183089480</td>\n",
       "      <td>76497670</td>\n",
       "      <td>-7924694001</td>\n",
       "      <td>-4192971440</td>\n",
       "      <td>-2051798606</td>\n",
       "      <td>-1606822105</td>\n",
       "      <td>996912070</td>\n",
       "      <td>872371200</td>\n",
       "      <td>-3713241780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-30</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-1071597600</td>\n",
       "      <td>-604016590</td>\n",
       "      <td>60830000</td>\n",
       "      <td>-1212668376</td>\n",
       "      <td>141248800</td>\n",
       "      <td>-3634259280</td>\n",
       "      <td>-20579520</td>\n",
       "      <td>-431148000</td>\n",
       "      <td>-544989440</td>\n",
       "      <td>-66137385</td>\n",
       "      <td>-487639955</td>\n",
       "      <td>-418803840</td>\n",
       "      <td>641772900</td>\n",
       "      <td>168042240</td>\n",
       "      <td>1001582500</td>\n",
       "      <td>-331813300</td>\n",
       "      <td>-532727600</td>\n",
       "      <td>-142223440</td>\n",
       "      <td>-1225797750</td>\n",
       "      <td>-40455090</td>\n",
       "      <td>-195387885</td>\n",
       "      <td>77778890</td>\n",
       "      <td>-8868989721</td>\n",
       "      <td>-4554973190</td>\n",
       "      <td>-2686203766</td>\n",
       "      <td>-1449169160</td>\n",
       "      <td>720374800</td>\n",
       "      <td>1001582500</td>\n",
       "      <td>-3634259280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-31</th>\n",
       "      <th>永安期货</th>\n",
       "      <td>-1592747280</td>\n",
       "      <td>-785781360</td>\n",
       "      <td>-13530000</td>\n",
       "      <td>-1409519748</td>\n",
       "      <td>138297390</td>\n",
       "      <td>-4033283900</td>\n",
       "      <td>10100080</td>\n",
       "      <td>-445790785</td>\n",
       "      <td>-1169234390</td>\n",
       "      <td>-97349340</td>\n",
       "      <td>-837259740</td>\n",
       "      <td>-519406740</td>\n",
       "      <td>1069897200</td>\n",
       "      <td>155791200</td>\n",
       "      <td>1316140000</td>\n",
       "      <td>-390056700</td>\n",
       "      <td>-828590000</td>\n",
       "      <td>-132887080</td>\n",
       "      <td>-1108324530</td>\n",
       "      <td>-61667755</td>\n",
       "      <td>-198941600</td>\n",
       "      <td>68893800</td>\n",
       "      <td>-10865251278</td>\n",
       "      <td>-4888323930</td>\n",
       "      <td>-3663280998</td>\n",
       "      <td>-2132030875</td>\n",
       "      <td>617992890</td>\n",
       "      <td>1316140000</td>\n",
       "      <td>-4033283900</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "variety                  CU         AL          ZN          NI         PB  \\\n",
       "date       会员简称                                                             \n",
       "2018-10-08 永安期货  1710831720  608045605  1197556360  -520227462  185322150   \n",
       "2018-10-09 永安期货  1477716200  547143285  1184237280  -488692146  199175700   \n",
       "2018-10-10 永安期货  1459428285  722003360  1133201460  -123576060  432944400   \n",
       "2018-10-11 永安期货   110974100  276132480  1064689885  -572067920  467251810   \n",
       "2018-10-12 永安期货   -10136200  233982540  1150916140  -560181475  563075475   \n",
       "2018-10-15 永安期货   555641670   12688415  1170671360  -481224070  632885370   \n",
       "2018-10-16 永安期货   196974295 -101046680  1091919440 -1418777316  604041180   \n",
       "2018-10-17 永安期货   126383040  -50768550  1002713985 -1912375467  601344000   \n",
       "2018-10-18 永安期货   198222245 -126809925   643307820 -1612147860  439923715   \n",
       "2018-10-19 永安期货   249215680 -220189560   371858605  -986692728  430415280   \n",
       "2018-10-22 永安期货   443170500 -256849375   253854040  -804196170  426452770   \n",
       "2018-10-23 永安期货   198694530 -201015515  -139830460  -870155874  381829090   \n",
       "2018-10-24 永安期货   -20633250 -201852300   441572880  -893275149  281441880   \n",
       "2018-10-25 永安期货  -436954260 -240791200   374056935 -1059612705  288751090   \n",
       "2018-10-26 永安期货  -436992255 -393334280    -3729290 -1194557721  301348710   \n",
       "2018-10-29 永安期货 -1000417200 -507537990   429552600 -1179983216  206587200   \n",
       "2018-10-30 永安期货 -1071597600 -604016590    60830000 -1212668376  141248800   \n",
       "2018-10-31 永安期货 -1592747280 -785781360   -13530000 -1409519748  138297390   \n",
       "\n",
       "variety                  RB        FG         RU           L          V  \\\n",
       "date       会员简称                                                           \n",
       "2018-10-08 永安期货 -1215124960  70060800 -337115550 -1243328760 -114983970   \n",
       "2018-10-09 永安期货 -1339665000 -37175800 -410841525  -995280840 -241230000   \n",
       "2018-10-10 永安期货 -2189143710 -48473800 -482017250 -1230998825 -110201580   \n",
       "2018-10-11 永安期货  -583797060 -16546880 -462274540 -1132760475  -58033885   \n",
       "2018-10-12 永安期货 -1003195020 -28216320 -472830480 -1148020825   33173070   \n",
       "2018-10-15 永安期货 -1222631040  32027400 -476186200 -1083370275  -45108510   \n",
       "2018-10-16 永安期货 -1106280680  56755400 -488030130 -1628307075 -291993740   \n",
       "2018-10-17 永安期货  -968994180  12241720 -505693350 -1477236375 -376187500   \n",
       "2018-10-18 永安期货 -2450006460  76609680 -497023120 -1086879805 -443329485   \n",
       "2018-10-19 永安期货 -2987635050  57561400 -470938370  -593682750 -508362965   \n",
       "2018-10-22 永安期货 -3190386690  52893540 -472775835  -458425860 -484191140   \n",
       "2018-10-23 永安期货 -3099002040  59618800 -497647695  -305763930 -473864535   \n",
       "2018-10-24 永安期货 -2472468950  50706240 -524617280  -324783000 -493360500   \n",
       "2018-10-25 永安期货 -3578583240  53326280 -561306240  -301711240 -522537420   \n",
       "2018-10-26 永安期货 -3670858170  26560000 -490615625  -439745000 -489594425   \n",
       "2018-10-29 永安期货 -3713241780  55688180 -412209400  -470417370 -187190700   \n",
       "2018-10-30 永安期货 -3634259280 -20579520 -431148000  -544989440  -66137385   \n",
       "2018-10-31 永安期货 -4033283900  10100080 -445790785 -1169234390  -97349340   \n",
       "\n",
       "variety                 PTA         MA          PP         JM           J  \\\n",
       "date       会员简称                                                             \n",
       "2018-10-08 永安期货  -589055610 -501839020  1800619800  480353760  1697405000   \n",
       "2018-10-09 永安期货  -334422540 -116997640  1937440470  249055800  2134417200   \n",
       "2018-10-10 永安期货  -147791000 -187743040  1913072200   79677000  3558718800   \n",
       "2018-10-11 永安期货  -140960085 -167681800  1705634960   39967200  2459132500   \n",
       "2018-10-12 永安期货  -326165760  -82523400  1237838000   -6013740  3671096400   \n",
       "2018-10-15 永安期货  -332043055   -4008960  1154693400  -41653200  3237547500   \n",
       "2018-10-16 永安期货  -823705700   53462760   997166115   41799600  2726067000   \n",
       "2018-10-17 永安期货 -1013318305  230278260  1077053315  587243880  2006996000   \n",
       "2018-10-18 永安期货  -979962060  349181800  1011279000  660686760    13937400   \n",
       "2018-10-19 永安期货 -1239571920  193628610   817380200  613652400  -391676600   \n",
       "2018-10-22 永安期货 -1277866860 -148215060   484690640  543048000  -318902100   \n",
       "2018-10-23 永安期货 -1180598100 -164358040   455941170  839001240   216928800   \n",
       "2018-10-24 永安期货 -1286001350 -190939980   544797255  235528440  1871180800   \n",
       "2018-10-25 永安期货 -1620948855 -218870070   314187720  327420360  1897187400   \n",
       "2018-10-26 永安期货 -1381845400 -273350700   585240300   74880540  1726436200   \n",
       "2018-10-29 永安期货  -618281840 -519607560   623199795  190852200   872371200   \n",
       "2018-10-30 永安期货  -487639955 -418803840   641772900  168042240  1001582500   \n",
       "2018-10-31 永安期货  -837259740 -519406740  1069897200  155791200  1316140000   \n",
       "\n",
       "variety                 ZC           I         BU          HC         SM  \\\n",
       "date       会员简称                                                            \n",
       "2018-10-08 永安期货 -724187100 -1009626700  636642300 -1012884480  -31065015   \n",
       "2018-10-09 永安期货 -140432000  -740595000  846910080 -1041597070  -14279440   \n",
       "2018-10-10 永安期货  -68695200  -676504000  784514900 -1050433800  -27261000   \n",
       "2018-10-11 永安期货 -133920800  -917504000  891174510  -949357200  -38831460   \n",
       "2018-10-12 永安期货 -178515400  -891183600  904137220  -931815130    5845105   \n",
       "2018-10-15 永安期货 -159835000  -869907000  895935960  -940972120   24088440   \n",
       "2018-10-16 永安期货 -239112000  -823816500  918940880 -1225533680  -12715500   \n",
       "2018-10-17 永安期货 -307476000  -693759500  959047740 -1283284800   -9459705   \n",
       "2018-10-18 永安期货 -243734400 -1658949600  666707560 -1479473820  -24981215   \n",
       "2018-10-19 永安期货 -321672600 -1190006100  566982300  -607783380  -30735710   \n",
       "2018-10-22 永安期货 -420405400 -1015564400  521020250  -754583520  -28243775   \n",
       "2018-10-23 永安期货 -285945600 -1116576600  517951280  -973219080  -53005320   \n",
       "2018-10-24 永安期货 -265440600   270068000   54823500 -1018306850 -107633100   \n",
       "2018-10-25 永安期货 -303143700  -382827200   -2749990  -833771960  -40320490   \n",
       "2018-10-26 永安期货 -317131600  -902965500  -46367160  -778562770  -22983915   \n",
       "2018-10-29 永安期货 -297003600  -239448300  -22315030 -1006501160  -22198220   \n",
       "2018-10-30 永安期货 -331813300  -532727600 -142223440 -1225797750  -40455090   \n",
       "2018-10-31 永安期货 -390056700  -828590000 -132887080 -1108324530  -61667755   \n",
       "\n",
       "variety                 SF         FU          工业品        黑色板块        有色板块  \\\n",
       "date       会员简称                                                              \n",
       "2018-10-08 永安期货  -55707300  -36427660    995263908 -1784064480  3181528373   \n",
       "2018-10-09 永安期货  -24990560  107562000   2757458454  -878816070  2919580319   \n",
       "2018-10-10 永安期货  -21661080  -31464980   3687595080  -346380910  3624001445   \n",
       "2018-10-11 永安期货  -21161700  -64482120   1755577520   -85479360  1346980355   \n",
       "2018-10-12 永安期货  -22970250  -63284320   2075012030   660373510  1377656480   \n",
       "2018-10-15 永安期货  -66492180  -88029280   1904718625     2549140  1890662745   \n",
       "2018-10-16 永安期货 -127960860  -51242310  -1651395501  -626876260   373110919   \n",
       "2018-10-17 永安期货 -118395810  -45474000  -2159121602  -659274600  -232702992   \n",
       "2018-10-18 永安期货 -163220200  -59356690  -6766018660 -5157540120  -457504005   \n",
       "2018-10-19 永安期货 -164126000 -117083200  -6529462458 -4885121330  -155392723   \n",
       "2018-10-22 永安期货 -191295140  -64115600  -7160887185 -5156794110    62431765   \n",
       "2018-10-23 永安期货 -192338000  -39109040  -6922464919 -4418813280  -630478229   \n",
       "2018-10-24 永安期货 -184523760  -19215360  -4252932434 -1379439160  -392745939   \n",
       "2018-10-25 永安期货 -185298750   -9527060  -7044024595 -2873718340 -1074550140   \n",
       "2018-10-26 永安期货 -192912500   68016000  -8253064561 -3868201300 -1727264836   \n",
       "2018-10-29 永安期货 -183089480   76497670  -7924694001 -4192971440 -2051798606   \n",
       "2018-10-30 永安期货 -195387885   77778890  -8868989721 -4554973190 -2686203766   \n",
       "2018-10-31 永安期货 -198941600   68893800 -10865251278 -4888323930 -3663280998   \n",
       "\n",
       "variety                化工板块        黄金白银         max         min  \n",
       "date       会员简称                                                  \n",
       "2018-10-08 永安期货  -349060810   454418460  1800619800 -1243328760  \n",
       "2018-10-09 永安期货   685578005   593367395  2134417200 -1339665000  \n",
       "2018-10-10 永安期货   538835405   505051880  3558718800 -2189143710  \n",
       "2018-10-11 永安期货   635098685   958263225  2459132500 -1132760475  \n",
       "2018-10-12 永安期货   145607825   640578480  3671096400 -1148020825  \n",
       "2018-10-15 永安期货   109912360   774828375  3237547500 -1222631040  \n",
       "2018-10-16 永安期货 -1262466890   588728670  2726067000 -1628307075  \n",
       "2018-10-17 永安期货 -1106056215   637956725  2006996000 -1912375467  \n",
       "2018-10-18 永安期货  -980026110   572413025  1011279000 -2450006460  \n",
       "2018-10-19 永安期货 -1234564895   667493760   817380200 -2987635050  \n",
       "2018-10-22 永安期货 -1835763865   673077120   543048000 -3190386690  \n",
       "2018-10-23 永安期货 -1648339850   836939465   839001240 -3099002040  \n",
       "2018-10-24 永安期货 -2220081355  1005643010  1871180800 -2472468950  \n",
       "2018-10-25 永安期货 -2913936095   870077370  1897187400 -3578583240  \n",
       "2018-10-26 永安期货 -2536278010   629550900  1726436200 -3670858170  \n",
       "2018-10-29 永安期货 -1606822105   996912070   872371200 -3713241780  \n",
       "2018-10-30 永安期货 -1449169160   720374800  1001582500 -3634259280  \n",
       "2018-10-31 永安期货 -2132030875   617992890  1316140000 -4033283900  "
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "工业品=sz.copy()\n",
    "工业品=工业品[['CU','AL','ZN','NI','PB','RB','FG','RU','L','V','PTA','MA','PP','JM','J','ZC','I','BU','HC','SM','SF','FU','工业品','黑色板块','有色板块','化工板块','黄金白银']]\n",
    "工业品['2018-10-31':].plot.bar(rot=0,figsize=(11,5))\n",
    "工业品['max']=工业品[['CU','AL','ZN','NI','PB','RB','FG','RU','L','V','PTA','MA','PP','JM','J','ZC','I','BU','HC','SM','SF','FU']].max(axis=1)\n",
    "工业品['min']=工业品[['CU','AL','ZN','NI','PB','RB','FG','RU','L','V','PTA','MA','PP','JM','J','ZC','I','BU','HC','SM','SF','FU']].min(axis=1)\n",
    "工业品\n"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
